From 39b8b1788e793321d3815dc9c92ba77c2bc1b488 Mon Sep 17 00:00:00 2001
From: guillaumekln <guillaumekln@users.noreply.github.com>
Date: Thu, 31 Aug 2023 14:21:39 +0000
Subject: [PATCH] =?UTF-8?q?Deploying=20to=20gh-pages=20from=20@=20OpenNMT/?=
 =?UTF-8?q?CTranslate2@b4f2861f1a9de8dda74bd76e11d3a6304dad0ea7=20?=
 =?UTF-8?q?=F0=9F=9A=80?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 .buildinfo                                    |   2 +-
 .doctrees/environment.pickle                  | Bin 189570 -> 192818 bytes
 .doctrees/generation.doctree                  | Bin 24885 -> 23975 bytes
 .doctrees/guides/transformers.doctree         | Bin 66562 -> 68274 bytes
 .doctrees/parallel.doctree                    | Bin 16867 -> 16505 bytes
 .doctrees/python/ctranslate2.Encoder.doctree  | Bin 45336 -> 48840 bytes
 .../ctranslate2.GenerationStepResult.doctree  | Bin 16092 -> 17893 bytes
 .../python/ctranslate2.Generator.doctree      | Bin 186239 -> 186324 bytes
 .../python/ctranslate2.Translator.doctree     | Bin 279086 -> 280665 bytes
 .../python/ctranslate2.models.Whisper.doctree | Bin 101523 -> 101745 bytes
 ...translate2.specs.RotaryScalingType.doctree | Bin 0 -> 6432 bytes
 ....specs.TransformerDecoderModelSpec.doctree | Bin 81209 -> 88413 bytes
 ...late2.specs.TransformerDecoderSpec.doctree | Bin 61114 -> 68327 bytes
 .doctrees/python/ctranslate2.specs.doctree    | Bin 3858 -> 3908 bytes
 _sources/generation.md.txt                    |   4 -
 _sources/guides/transformers.md.txt           |  15 +-
 _sources/parallel.md.txt                      |  26 ++-
 .../ctranslate2.GenerationStepResult.rst.txt  |   1 +
 ...translate2.specs.RotaryScalingType.rst.txt |   9 +
 _sources/python/ctranslate2.specs.rst.txt     |   1 +
 _static/documentation_options.js              |   2 +-
 _static/pygments.css                          |   1 +
 conversion.html                               |   4 +-
 decoding.html                                 |   4 +-
 encoding.html                                 |   4 +-
 environment_variables.html                    |   4 +-
 faq.html                                      |   4 +-
 generation.html                               |   8 +-
 genindex.html                                 |  16 +-
 guides/fairseq.html                           |   4 +-
 guides/marian.html                            |   4 +-
 guides/opennmt_py.html                        |   4 +-
 guides/opennmt_tf.html                        |   4 +-
 guides/opus_mt.html                           |   4 +-
 guides/transformers.html                      |  18 +-
 hardware_support.html                         |   4 +-
 index.html                                    |   4 +-
 installation.html                             |   4 +-
 memory.html                                   |   4 +-
 objects.inv                                   | Bin 6704 -> 6857 bytes
 parallel.html                                 |  38 ++--
 performance.html                              |   4 +-
 py-modindex.html                              |   4 +-
 python/ctranslate2.AsyncGenerationResult.html |   4 +-
 python/ctranslate2.AsyncScoringResult.html    |   4 +-
 .../ctranslate2.AsyncTranslationResult.html   |   4 +-
 python/ctranslate2.DataType.html              |   4 +-
 python/ctranslate2.Encoder.html               |   8 +-
 python/ctranslate2.EncoderForwardOutput.html  |   4 +-
 python/ctranslate2.ExecutionStats.html        |   4 +-
 python/ctranslate2.GenerationResult.html      |   4 +-
 python/ctranslate2.GenerationStepResult.html  |  11 +-
 python/ctranslate2.Generator.html             |  12 +-
 python/ctranslate2.ScoringResult.html         |   4 +-
 python/ctranslate2.StorageView.html           |   4 +-
 python/ctranslate2.TranslationResult.html     |   4 +-
 python/ctranslate2.Translator.html            |  36 +++-
 python/ctranslate2.contains_model.html        |   4 +-
 python/ctranslate2.converters.Converter.html  |   4 +-
 ...ranslate2.converters.FairseqConverter.html |   4 +-
 ...translate2.converters.MarianConverter.html |   4 +-
 ...slate2.converters.OpenAIGPT2Converter.html |   4 +-
 ...nslate2.converters.OpenNMTPyConverter.html |   4 +-
 ...nslate2.converters.OpenNMTTFConverter.html |   4 +-
 ...translate2.converters.OpusMTConverter.html |   4 +-
 ...ate2.converters.TransformersConverter.html |   4 +-
 python/ctranslate2.converters.html            |   4 +-
 python/ctranslate2.get_cuda_device_count.html |   4 +-
 python/ctranslate2.get_log_level.html         |   4 +-
 ...ranslate2.get_supported_compute_types.html |   4 +-
 python/ctranslate2.html                       |   4 +-
 python/ctranslate2.models.Whisper.html        |  24 +--
 ...slate2.models.WhisperGenerationResult.html |   4 +-
 ...2.models.WhisperGenerationResultAsync.html |   4 +-
 python/ctranslate2.models.html                |   4 +-
 python/ctranslate2.set_log_level.html         |   4 +-
 python/ctranslate2.set_random_seed.html       |   4 +-
 python/ctranslate2.specs.Activation.html      |   5 +-
 python/ctranslate2.specs.EmbeddingsMerge.html |   5 +-
 .../ctranslate2.specs.LanguageModelSpec.html  |   5 +-
 python/ctranslate2.specs.LayerSpec.html       |   5 +-
 python/ctranslate2.specs.ModelSpec.html       |   9 +-
 .../ctranslate2.specs.RotaryScalingType.html  | 177 ++++++++++++++++++
 ...te2.specs.SequenceToSequenceModelSpec.html |   9 +-
 ...te2.specs.TransformerDecoderModelSpec.html |  11 +-
 ...anslate2.specs.TransformerDecoderSpec.html |  11 +-
 ...te2.specs.TransformerEncoderModelSpec.html |   5 +-
 ...anslate2.specs.TransformerEncoderSpec.html |   5 +-
 python/ctranslate2.specs.TransformerSpec.html |   5 +-
 python/ctranslate2.specs.WhisperSpec.html     |   5 +-
 python/ctranslate2.specs.html                 |   6 +-
 python/overview.html                          |   5 +-
 quantization.html                             |   4 +-
 quickstart.html                               |   4 +-
 search.html                                   |   4 +-
 searchindex.js                                |   2 +-
 speech_recognition.html                       |   4 +-
 translation.html                              |   4 +-
 versioning.html                               |   4 +-
 99 files changed, 484 insertions(+), 222 deletions(-)
 create mode 100644 .doctrees/python/ctranslate2.specs.RotaryScalingType.doctree
 create mode 100644 _sources/python/ctranslate2.specs.RotaryScalingType.rst.txt
 create mode 100644 python/ctranslate2.specs.RotaryScalingType.html

diff --git a/.buildinfo b/.buildinfo
index 81b69da79..229cab96f 100644
--- a/.buildinfo
+++ b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 07bea52d53b305a69f833d4857a6839a
+config: 62bfe7efc6f2f06f839453ad2130ad76
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/.doctrees/environment.pickle b/.doctrees/environment.pickle
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diff --git a/.doctrees/generation.doctree b/.doctrees/generation.doctree
index 0d99d771ca71b949d1092f6e7fd6662b37c74129..89a8e75ef06fffb6afab18cd022c0b5fcae6f732 100644
GIT binary patch
delta 413
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delta 665
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diff --git a/.doctrees/guides/transformers.doctree b/.doctrees/guides/transformers.doctree
index bc9a6ec70be72fe6f16af5a2a3bde3281cecde2c..f12f5d148c996b614833b5e223277379e2e0f7ad 100644
GIT binary patch
delta 8089
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diff --git a/.doctrees/parallel.doctree b/.doctrees/parallel.doctree
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diff --git a/.doctrees/python/ctranslate2.Encoder.doctree b/.doctrees/python/ctranslate2.Encoder.doctree
index 3e10bcf0cbae772788201ef75ac1acf640ffce75..85dc00ffa510b3a81c1dd17a5ce5a4d5c55441a4 100644
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diff --git a/.doctrees/python/ctranslate2.GenerationStepResult.doctree b/.doctrees/python/ctranslate2.GenerationStepResult.doctree
index 2d809df89f89839f03f6ffe5f4cfcb7f91199ad3..cd92629ca8d0570ee39792d2ccc3771bb4bd2c6f 100644
GIT binary patch
delta 2306
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delta 1790
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diff --git a/.doctrees/python/ctranslate2.Generator.doctree b/.doctrees/python/ctranslate2.Generator.doctree
index 6e3afc4b8fd60983293df701383cb2cb61532bbe..40ac0930d5f7aa8103cfb94ef5c4fe2f43c42d1d 100644
GIT binary patch
delta 391
zcmeyrj{C}b?uIFhJd7+`c^TC=F&a$I+{7p+U6P-jnwMFXnxarpl%HErQmi*6gFSXi
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N2&&$$xr8aq7yzM@kU9VW

delta 325
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Nv8vc!w}dIo7y!_!asB`R

diff --git a/.doctrees/python/ctranslate2.Translator.doctree b/.doctrees/python/ctranslate2.Translator.doctree
index b9c78db7b5fbae1ec849f820ad58c82df87b41d9..60060770ecb9e73e5627d0edbf428ff68d4d3967 100644
GIT binary patch
delta 4322
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delta 3055
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diff --git a/.doctrees/python/ctranslate2.models.Whisper.doctree b/.doctrees/python/ctranslate2.models.Whisper.doctree
index 4ba99ae3593ab93ed04450cd0f024b06ce6dca2a..bc51c8ed47cdb6a0d1f1ae6505fb5711c382cb90 100644
GIT binary patch
delta 1149
zcmbO{lkMXyHkJm~sSF!g6eqGqa56G5Oy@9T4C6`8D9y``&q>WoFUgqPI8mL8D=js#
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delta 890
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diff --git a/.doctrees/python/ctranslate2.specs.RotaryScalingType.doctree b/.doctrees/python/ctranslate2.specs.RotaryScalingType.doctree
new file mode 100644
index 0000000000000000000000000000000000000000..53e7819db38bee9602ae4f2b979badd58e025276
GIT binary patch
literal 6432
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diff --git a/.doctrees/python/ctranslate2.specs.TransformerDecoderModelSpec.doctree b/.doctrees/python/ctranslate2.specs.TransformerDecoderModelSpec.doctree
index 840659cfd292b477b85ff3abd46e94c7ae32ef22..b77c3551b481b3a663f1bf78b4d042a447c0ab44 100644
GIT binary patch
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diff --git a/.doctrees/python/ctranslate2.specs.TransformerDecoderSpec.doctree b/.doctrees/python/ctranslate2.specs.TransformerDecoderSpec.doctree
index f838acf580d2ec59e9bf60aa1d7b4e89304b1213..a3a1cdb642503b8c79371b1895ee781a9dfe69af 100644
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diff --git a/.doctrees/python/ctranslate2.specs.doctree b/.doctrees/python/ctranslate2.specs.doctree
index eb24deaa2cacd2339bc5357e65db4afae2dd76b6..1da7ba1ec6569e71e3051c164c001c9e3c4727b4 100644
GIT binary patch
delta 106
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z1-$_jvvvk|0s*PB?g-ff9fN3qbBqaYVQpn}d2nTOlzo(FgHCg3A$^o6Xn>RC3`ha)
MlRyH9v$YLf0pP7CiU0rr

delta 85
zcmV-b0IL7Q9+DmefCZHYu>>0glZgZxvuOl>0h8(ly#W)ms0Mce0jIMd3E2Z3foOhn
rj0tXGZDn+MaAk9peUxZ{PIG7>eUvC@ev=jrNCE7VKmv%f=M7x}>+c?!

diff --git a/_sources/generation.md.txt b/_sources/generation.md.txt
index 61f9ee022..65e9e2b2a 100644
--- a/_sources/generation.md.txt
+++ b/_sources/generation.md.txt
@@ -99,10 +99,6 @@ step_results = generator.generate_tokens(
 At this time the cache size is unlimited and the cache is only cleared when the model is unloaded. Also if the model is loaded on multiple GPUs, each model replica manages its own cache to avoid copying the state between devices.
 ```
 
-```{seealso}
-The example [Chat with Llama 2](https://github.com/OpenNMT/CTranslate2/tree/master/examples/llama2) which caches the system prompt in an interactive chat session.
-```
-
 ## Special tokens
 
 Special tokens such as the decoder start token `<s>` should be explicitly included in the input if required by the model. No special tokens are added by the generator methods.
diff --git a/_sources/guides/transformers.md.txt b/_sources/guides/transformers.md.txt
index 034ad9905..2703d5915 100644
--- a/_sources/guides/transformers.md.txt
+++ b/_sources/guides/transformers.md.txt
@@ -6,6 +6,7 @@ CTranslate2 supports selected models from Hugging Face's [Transformers](https://
 * BERT
 * BLOOM
 * CodeGen
+* DistilBERT
 * Falcon
 * Llama
 * M2M100
@@ -119,10 +120,6 @@ predicted_class_ids = logits.argmax(1)
 print(predicted_class_ids)
 ```
 
-```{warning}
-The [token type input](https://huggingface.co/docs/transformers/glossary#token-type-ids) is currently not implemented. All tokens are assumed to come from the same sentence.
-```
-
 ## BLOOM
 
 [BLOOM](https://huggingface.co/docs/transformers/model_doc/bloom) is a collection of multilingual language models trained by the [BigScience workshop](https://bigscience.huggingface.co/).
@@ -146,6 +143,16 @@ results = generator.generate_batch([start_tokens], max_length=30, sampling_topk=
 print(tokenizer.decode(results[0].sequences_ids[0]))
 ```
 
+## DistilBERT
+
+[DistilBERT](https://huggingface.co/docs/transformers/model_doc/distilbert) is a small, fast, cheap and light Transformer Encoder model trained by distilling BERT base.
+
+CTranslate2 only implements the `DistilBertModel` class from Transformers which includes the Transformer encoder. Task-specific layers should be run with PyTorch, similar to the example for {ref}`guides/transformers:bert`.
+
+```bash
+ct2-transformers-converter --model distilbert-base-uncased --output_dir distilbert-base-uncased
+```
+
 ## Falcon
 
 [Falcon](https://huggingface.co/tiiuae/falcon-7b) is a collection of generative language models trained by [TII](https://www.tii.ae/). The example below uses "Falcon-7B-Instruct" which is based on "Falcon-7B" and finetuned on a mixture of chat/instruct datasets.
diff --git a/_sources/parallel.md.txt b/_sources/parallel.md.txt
index 2cf4aad73..604fea122 100644
--- a/_sources/parallel.md.txt
+++ b/_sources/parallel.md.txt
@@ -1,33 +1,35 @@
 # Multithreading and parallelism
 
-CTranslate2 has 2 levels of parallelization:
+## Intra-op multithreading on CPU
 
-* `inter_threads` which is the maximum number of batches executed in parallel.<br/>**=> Increase this value to increase the throughput.**
-* `intra_threads` which is the number of computation threads that is used per batch.<br/>**=> Increase this value to decrease the latency on CPU.**
+Most model operations (matmul, softmax, etc.) are using multiple threads on CPU. The number of threads can be configured with the parameter `intra_threads` (the default value is 4):
 
-The total number of computing threads launched by the process is `inter_threads * intra_threads`.
-
-```{note}
-Even though the model data are shared between parallel replicas, increasing `inter_threads` will still increase the memory usage as some internal buffers are duplicated for thread safety.
+```python
+translator = ctranslate2.Translator(model_path, device="cpu", intra_threads=8)
 ```
 
-On GPU, batches processed in parallel are using separate CUDA streams. Depending on the workload and GPU specifications this may or may not improve the global throughput. For better parallelism on GPU, consider using multiple GPUs as described below.
+This multithreading is generally implemented with [OpenMP](https://www.openmp.org/) so the threads behavior can also be customized with the different `OMP_*` environment variables.
+
+When OpenMP is disabled (which is the case for example in the Python ARM64 wheels for macOS), the multithreading is implemented with [`BS::thread_pool`](https://github.com/bshoshany/thread-pool).
 
-## Parallel execution
+## Data parallelism
 
 Objects running models such as the [`Translator`](python/ctranslate2.Translator.rst) and [`Generator`](python/ctranslate2.Generator.rst) can be configured to process multiple batches in parallel, including on multiple GPUs:
 
 ```python
-# Create a CPU translator with 4 workers each using 1 thread:
+# Create a CPU translator with 4 workers each using 1 intra-op thread:
 translator = ctranslate2.Translator(model_path, device="cpu", inter_threads=4, intra_threads=1)
 
 # Create a GPU translator with 4 workers each running on a separate GPU:
 translator = ctranslate2.Translator(model_path, device="cuda", device_index=[0, 1, 2, 3])
 
 # Create a GPU translator with 4 workers each using a different CUDA stream:
+# (Note: depending on the workload and GPU specifications this may not improve the global throughput.)
 translator = ctranslate2.Translator(model_path, device="cuda", inter_threads=4)
 ```
 
+When the workers are running on the same device, the model weights are shared to save on memory.
+
 Multiple batches should be submitted concurrently to enable this parallelization. Parallel executions are enabled in the following cases:
 
 * When calling methods from multiple Python threads.
@@ -39,6 +41,10 @@ Multiple batches should be submitted concurrently to enable this parallelization
 Parallelization with multiple Python threads is possible because all computation methods release the [Python GIL](https://wiki.python.org/moin/GlobalInterpreterLock).
 ```
 
+## Model and tensor parallelism
+
+These types of parallelism are not yet implemented in CTranslate2.
+
 ## Asynchronous execution
 
 Some methods can run asynchronously with `asynchronous=True`. In this mode, the method returns immediately and the result can be retrieved later:
diff --git a/_sources/python/ctranslate2.GenerationStepResult.rst.txt b/_sources/python/ctranslate2.GenerationStepResult.rst.txt
index 5cd6d7904..5d23a01bd 100644
--- a/_sources/python/ctranslate2.GenerationStepResult.rst.txt
+++ b/_sources/python/ctranslate2.GenerationStepResult.rst.txt
@@ -11,6 +11,7 @@ GenerationStepResult
     **Attributes:**
 
     - :obj:`~ctranslate2.GenerationStepResult.batch_id`
+    - :obj:`~ctranslate2.GenerationStepResult.hypothesis_id`
     - :obj:`~ctranslate2.GenerationStepResult.is_last`
     - :obj:`~ctranslate2.GenerationStepResult.log_prob`
     - :obj:`~ctranslate2.GenerationStepResult.step`
diff --git a/_sources/python/ctranslate2.specs.RotaryScalingType.rst.txt b/_sources/python/ctranslate2.specs.RotaryScalingType.rst.txt
new file mode 100644
index 000000000..7607e8af7
--- /dev/null
+++ b/_sources/python/ctranslate2.specs.RotaryScalingType.rst.txt
@@ -0,0 +1,9 @@
+RotaryScalingType
+=================
+
+.. autoclass:: ctranslate2.specs.RotaryScalingType
+    :members:
+    :undoc-members:
+    :inherited-members:
+
+    **Inherits from:** :class:`enum.IntEnum`
diff --git a/_sources/python/ctranslate2.specs.rst.txt b/_sources/python/ctranslate2.specs.rst.txt
index 8511cbc39..01e52c4fa 100644
--- a/_sources/python/ctranslate2.specs.rst.txt
+++ b/_sources/python/ctranslate2.specs.rst.txt
@@ -10,6 +10,7 @@ ctranslate2.specs
    ctranslate2.specs.LanguageModelSpec
    ctranslate2.specs.LayerSpec
    ctranslate2.specs.ModelSpec
+   ctranslate2.specs.RotaryScalingType
    ctranslate2.specs.SequenceToSequenceModelSpec
    ctranslate2.specs.TransformerDecoderModelSpec
    ctranslate2.specs.TransformerDecoderSpec
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
index 9287b4057..b9dc253d7 100644
--- a/_static/documentation_options.js
+++ b/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '3.18.0',
+    VERSION: '3.19.0',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/_static/pygments.css b/_static/pygments.css
index 08bec689d..84ab3030a 100644
--- a/_static/pygments.css
+++ b/_static/pygments.css
@@ -17,6 +17,7 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left:
 .highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
 .highlight .gd { color: #A00000 } /* Generic.Deleted */
 .highlight .ge { font-style: italic } /* Generic.Emph */
+.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
 .highlight .gr { color: #E40000 } /* Generic.Error */
 .highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
 .highlight .gi { color: #008400 } /* Generic.Inserted */
diff --git a/conversion.html b/conversion.html
index 234c5ba16..caf9469f8 100644
--- a/conversion.html
+++ b/conversion.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Model conversion &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Model conversion &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/decoding.html b/decoding.html
index bc5186ecc..68a3579bf 100644
--- a/decoding.html
+++ b/decoding.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Decoding features &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Decoding features &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/encoding.html b/encoding.html
index 133b3f8c6..1ac81780a 100644
--- a/encoding.html
+++ b/encoding.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Text encoding &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Text encoding &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/environment_variables.html b/environment_variables.html
index 103de783f..83c69c7d5 100644
--- a/environment_variables.html
+++ b/environment_variables.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Environment variables &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Environment variables &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/faq.html b/faq.html
index da0e06a2b..c2e2d303d 100644
--- a/faq.html
+++ b/faq.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Frequently asked questions &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Frequently asked questions &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/generation.html b/generation.html
index 699036785..f148790e5 100644
--- a/generation.html
+++ b/generation.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Text generation &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Text generation &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -226,10 +226,6 @@ <h2>Prompt caching<a class="headerlink" href="#prompt-caching" title="Permalink
 <p class="admonition-title">Note</p>
 <p>At this time the cache size is unlimited and the cache is only cleared when the model is unloaded. Also if the model is loaded on multiple GPUs, each model replica manages its own cache to avoid copying the state between devices.</p>
 </div>
-<div class="admonition seealso">
-<p class="admonition-title">See also</p>
-<p>The example <a class="reference external" href="https://github.com/OpenNMT/CTranslate2/tree/master/examples/llama2">Chat with Llama 2</a> which caches the system prompt in an interactive chat session.</p>
-</div>
 </section>
 <section id="special-tokens">
 <h2>Special tokens<a class="headerlink" href="#special-tokens" title="Permalink to this headline"></a></h2>
diff --git a/genindex.html b/genindex.html
index 38051a6a0..46d1f8a8c 100644
--- a/genindex.html
+++ b/genindex.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Index &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Index &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -29,7 +29,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -515,6 +515,10 @@ <h2 id="H">H</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="python/ctranslate2.TranslationResult.html#ctranslate2.TranslationResult.hypotheses">hypotheses (ctranslate2.TranslationResult property)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="python/ctranslate2.GenerationStepResult.html#ctranslate2.GenerationStepResult.hypothesis_id">hypothesis_id (ctranslate2.GenerationStepResult property)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -546,14 +550,16 @@ <h2 id="L">L</h2>
 </li>
       <li><a href="python/ctranslate2.specs.LayerSpec.html#ctranslate2.specs.LayerSpec">LayerSpec (class in ctranslate2.specs)</a>
 </li>
+      <li><a href="python/ctranslate2.specs.RotaryScalingType.html#ctranslate2.specs.RotaryScalingType.Linear">Linear (ctranslate2.specs.RotaryScalingType attribute)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="python/ctranslate2.converters.TransformersConverter.html#ctranslate2.converters.TransformersConverter.load_model">load_model() (ctranslate2.converters.TransformersConverter method)</a>
 
       <ul>
         <li><a href="python/ctranslate2.Translator.html#ctranslate2.Translator.load_model">(ctranslate2.Translator method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="python/ctranslate2.converters.TransformersConverter.html#ctranslate2.converters.TransformersConverter.load_tokenizer">load_tokenizer() (ctranslate2.converters.TransformersConverter method)</a>
 </li>
       <li><a href="python/ctranslate2.GenerationStepResult.html#ctranslate2.GenerationStepResult.log_prob">log_prob (ctranslate2.GenerationStepResult property)</a>
@@ -771,6 +777,8 @@ <h2 id="R">R</h2>
         <li><a href="python/ctranslate2.specs.WhisperSpec.html#ctranslate2.specs.WhisperSpec.revision">(ctranslate2.specs.WhisperSpec property)</a>
 </li>
       </ul></li>
+      <li><a href="python/ctranslate2.specs.RotaryScalingType.html#ctranslate2.specs.RotaryScalingType">RotaryScalingType (class in ctranslate2.specs)</a>
+</li>
   </ul></td>
 </tr></table>
 
diff --git a/guides/fairseq.html b/guides/fairseq.html
index cf30835b3..c8de9966a 100644
--- a/guides/fairseq.html
+++ b/guides/fairseq.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Fairseq &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Fairseq &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/guides/marian.html b/guides/marian.html
index 1ea63fc09..f385395fa 100644
--- a/guides/marian.html
+++ b/guides/marian.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Marian &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Marian &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/guides/opennmt_py.html b/guides/opennmt_py.html
index 25897d046..cb6b0a58d 100644
--- a/guides/opennmt_py.html
+++ b/guides/opennmt_py.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>OpenNMT-py &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>OpenNMT-py &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/guides/opennmt_tf.html b/guides/opennmt_tf.html
index 350448b83..afb48d586 100644
--- a/guides/opennmt_tf.html
+++ b/guides/opennmt_tf.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>OpenNMT-tf &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>OpenNMT-tf &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/guides/opus_mt.html b/guides/opus_mt.html
index 03307714e..1dbde38fb 100644
--- a/guides/opus_mt.html
+++ b/guides/opus_mt.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>OPUS-MT &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>OPUS-MT &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/guides/transformers.html b/guides/transformers.html
index ce6eec996..00a8a0230 100644
--- a/guides/transformers.html
+++ b/guides/transformers.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Transformers &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Transformers &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -76,6 +76,7 @@
 <li class="toctree-l2"><a class="reference internal" href="#bart">BART</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#bert">BERT</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#bloom">BLOOM</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#distilbert">DistilBERT</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#falcon">Falcon</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#llama-2">Llama 2</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#marianmt">MarianMT</a></li>
@@ -134,6 +135,7 @@ <h1>Transformers<a class="headerlink" href="#transformers" title="Permalink to t
 <li><p>BERT</p></li>
 <li><p>BLOOM</p></li>
 <li><p>CodeGen</p></li>
+<li><p>DistilBERT</p></li>
 <li><p>Falcon</p></li>
 <li><p>Llama</p></li>
 <li><p>M2M100</p></li>
@@ -237,10 +239,6 @@ <h2>BERT<a class="headerlink" href="#bert" title="Permalink to this headline">
 <span class="nb">print</span><span class="p">(</span><span class="n">predicted_class_ids</span><span class="p">)</span>
 </pre></div>
 </div>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>The <a class="reference external" href="https://huggingface.co/docs/transformers/glossary#token-type-ids">token type input</a> is currently not implemented. All tokens are assumed to come from the same sentence.</p>
-</div>
 </section>
 <section id="bloom">
 <h2>BLOOM<a class="headerlink" href="#bloom" title="Permalink to this headline"></a></h2>
@@ -262,6 +260,14 @@ <h2>BLOOM<a class="headerlink" href="#bloom" title="Permalink to this headline">
 </pre></div>
 </div>
 </section>
+<section id="distilbert">
+<h2>DistilBERT<a class="headerlink" href="#distilbert" title="Permalink to this headline"></a></h2>
+<p><a class="reference external" href="https://huggingface.co/docs/transformers/model_doc/distilbert">DistilBERT</a> is a small, fast, cheap and light Transformer Encoder model trained by distilling BERT base.</p>
+<p>CTranslate2 only implements the <code class="docutils literal notranslate"><span class="pre">DistilBertModel</span></code> class from Transformers which includes the Transformer encoder. Task-specific layers should be run with PyTorch, similar to the example for <a class="reference internal" href="#bert"><span class="std std-ref">BERT</span></a>.</p>
+<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>ct2-transformers-converter<span class="w"> </span>--model<span class="w"> </span>distilbert-base-uncased<span class="w"> </span>--output_dir<span class="w"> </span>distilbert-base-uncased
+</pre></div>
+</div>
+</section>
 <section id="falcon">
 <h2>Falcon<a class="headerlink" href="#falcon" title="Permalink to this headline"></a></h2>
 <p><a class="reference external" href="https://huggingface.co/tiiuae/falcon-7b">Falcon</a> is a collection of generative language models trained by <a class="reference external" href="https://www.tii.ae/">TII</a>. The example below uses “Falcon-7B-Instruct” which is based on “Falcon-7B” and finetuned on a mixture of chat/instruct datasets.</p>
diff --git a/hardware_support.html b/hardware_support.html
index 7a09b82a0..f8b9e00d4 100644
--- a/hardware_support.html
+++ b/hardware_support.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Hardware support &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Hardware support &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/index.html b/index.html
index 61e93d6e6..ddc5f5e67 100644
--- a/index.html
+++ b/index.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Index &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Index &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -31,7 +31,7 @@
             <a href="#" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/installation.html b/installation.html
index 7e3c919e7..1477435a3 100644
--- a/installation.html
+++ b/installation.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Installation &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Installation &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/memory.html b/memory.html
index 954d62948..2aff05714 100644
--- a/memory.html
+++ b/memory.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Memory management &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Memory management &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
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diff --git a/parallel.html b/parallel.html
index c2ebc5696..5f32b2a20 100644
--- a/parallel.html
+++ b/parallel.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Multithreading and parallelism &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Multithreading and parallelism &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
@@ -60,7 +60,9 @@
 <li class="toctree-l1"><a class="reference internal" href="quantization.html">Quantization</a></li>
 <li class="toctree-l1"><a class="reference internal" href="decoding.html">Decoding features</a></li>
 <li class="toctree-l1 current"><a class="current reference internal" href="#">Multithreading and parallelism</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="#parallel-execution">Parallel execution</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#intra-op-multithreading-on-cpu">Intra-op multithreading on CPU</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#data-parallelism">Data parallelism</a></li>
+<li class="toctree-l2"><a class="reference internal" href="#model-and-tensor-parallelism">Model and tensor parallelism</a></li>
 <li class="toctree-l2"><a class="reference internal" href="#asynchronous-execution">Asynchronous execution</a></li>
 </ul>
 </li>
@@ -113,30 +115,30 @@
              
   <section id="multithreading-and-parallelism">
 <h1>Multithreading and parallelism<a class="headerlink" href="#multithreading-and-parallelism" title="Permalink to this headline"></a></h1>
-<p>CTranslate2 has 2 levels of parallelization:</p>
-<ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">inter_threads</span></code> which is the maximum number of batches executed in parallel.<br/><strong>=&gt; Increase this value to increase the throughput.</strong></p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">intra_threads</span></code> which is the number of computation threads that is used per batch.<br/><strong>=&gt; Increase this value to decrease the latency on CPU.</strong></p></li>
-</ul>
-<p>The total number of computing threads launched by the process is <code class="docutils literal notranslate"><span class="pre">inter_threads</span> <span class="pre">*</span> <span class="pre">intra_threads</span></code>.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Even though the model data are shared between parallel replicas, increasing <code class="docutils literal notranslate"><span class="pre">inter_threads</span></code> will still increase the memory usage as some internal buffers are duplicated for thread safety.</p>
+<section id="intra-op-multithreading-on-cpu">
+<h2>Intra-op multithreading on CPU<a class="headerlink" href="#intra-op-multithreading-on-cpu" title="Permalink to this headline"></a></h2>
+<p>Most model operations (matmul, softmax, etc.) are using multiple threads on CPU. The number of threads can be configured with the parameter <code class="docutils literal notranslate"><span class="pre">intra_threads</span></code> (the default value is 4):</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">translator</span> <span class="o">=</span> <span class="n">ctranslate2</span><span class="o">.</span><span class="n">Translator</span><span class="p">(</span><span class="n">model_path</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">,</span> <span class="n">intra_threads</span><span class="o">=</span><span class="mi">8</span><span class="p">)</span>
+</pre></div>
 </div>
-<p>On GPU, batches processed in parallel are using separate CUDA streams. Depending on the workload and GPU specifications this may or may not improve the global throughput. For better parallelism on GPU, consider using multiple GPUs as described below.</p>
-<section id="parallel-execution">
-<h2>Parallel execution<a class="headerlink" href="#parallel-execution" title="Permalink to this headline"></a></h2>
+<p>This multithreading is generally implemented with <a class="reference external" href="https://www.openmp.org/">OpenMP</a> so the threads behavior can also be customized with the different <code class="docutils literal notranslate"><span class="pre">OMP_*</span></code> environment variables.</p>
+<p>When OpenMP is disabled (which is the case for example in the Python ARM64 wheels for macOS), the multithreading is implemented with <a class="reference external" href="https://github.com/bshoshany/thread-pool"><code class="docutils literal notranslate"><span class="pre">BS::thread_pool</span></code></a>.</p>
+</section>
+<section id="data-parallelism">
+<h2>Data parallelism<a class="headerlink" href="#data-parallelism" title="Permalink to this headline"></a></h2>
 <p>Objects running models such as the <a class="reference internal" href="python/ctranslate2.Translator.html"><span class="doc std std-doc"><code class="docutils literal notranslate"><span class="pre">Translator</span></code></span></a> and <a class="reference internal" href="python/ctranslate2.Generator.html"><span class="doc std std-doc"><code class="docutils literal notranslate"><span class="pre">Generator</span></code></span></a> can be configured to process multiple batches in parallel, including on multiple GPUs:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create a CPU translator with 4 workers each using 1 thread:</span>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Create a CPU translator with 4 workers each using 1 intra-op thread:</span>
 <span class="n">translator</span> <span class="o">=</span> <span class="n">ctranslate2</span><span class="o">.</span><span class="n">Translator</span><span class="p">(</span><span class="n">model_path</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cpu&quot;</span><span class="p">,</span> <span class="n">inter_threads</span><span class="o">=</span><span class="mi">4</span><span class="p">,</span> <span class="n">intra_threads</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
 
 <span class="c1"># Create a GPU translator with 4 workers each running on a separate GPU:</span>
 <span class="n">translator</span> <span class="o">=</span> <span class="n">ctranslate2</span><span class="o">.</span><span class="n">Translator</span><span class="p">(</span><span class="n">model_path</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cuda&quot;</span><span class="p">,</span> <span class="n">device_index</span><span class="o">=</span><span class="p">[</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">,</span> <span class="mi">2</span><span class="p">,</span> <span class="mi">3</span><span class="p">])</span>
 
 <span class="c1"># Create a GPU translator with 4 workers each using a different CUDA stream:</span>
+<span class="c1"># (Note: depending on the workload and GPU specifications this may not improve the global throughput.)</span>
 <span class="n">translator</span> <span class="o">=</span> <span class="n">ctranslate2</span><span class="o">.</span><span class="n">Translator</span><span class="p">(</span><span class="n">model_path</span><span class="p">,</span> <span class="n">device</span><span class="o">=</span><span class="s2">&quot;cuda&quot;</span><span class="p">,</span> <span class="n">inter_threads</span><span class="o">=</span><span class="mi">4</span><span class="p">)</span>
 </pre></div>
 </div>
+<p>When the workers are running on the same device, the model weights are shared to save on memory.</p>
 <p>Multiple batches should be submitted concurrently to enable this parallelization. Parallel executions are enabled in the following cases:</p>
 <ul class="simple">
 <li><p>When calling methods from multiple Python threads.</p></li>
@@ -149,6 +151,10 @@ <h2>Parallel execution<a class="headerlink" href="#parallel-execution" title="Pe
 <p>Parallelization with multiple Python threads is possible because all computation methods release the <a class="reference external" href="https://wiki.python.org/moin/GlobalInterpreterLock">Python GIL</a>.</p>
 </div>
 </section>
+<section id="model-and-tensor-parallelism">
+<h2>Model and tensor parallelism<a class="headerlink" href="#model-and-tensor-parallelism" title="Permalink to this headline"></a></h2>
+<p>These types of parallelism are not yet implemented in CTranslate2.</p>
+</section>
 <section id="asynchronous-execution">
 <h2>Asynchronous execution<a class="headerlink" href="#asynchronous-execution" title="Permalink to this headline"></a></h2>
 <p>Some methods can run asynchronously with <code class="docutils literal notranslate"><span class="pre">asynchronous=True</span></code>. In this mode, the method returns immediately and the result can be retrieved later:</p>
diff --git a/performance.html b/performance.html
index c2425d9ff..c43f18d0a 100644
--- a/performance.html
+++ b/performance.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Performance tips &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Performance tips &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
           </a>
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-                3.18
+                3.19
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 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="search.html" method="get">
diff --git a/py-modindex.html b/py-modindex.html
index 88b1438d4..d2876b9a7 100644
--- a/py-modindex.html
+++ b/py-modindex.html
@@ -3,7 +3,7 @@
 <head>
   <meta charset="utf-8" />
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Python Module Index &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Python Module Index &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="index.html" class="icon icon-home"> CTranslate2
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-                3.18
+                3.19
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 <div role="search">
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diff --git a/python/ctranslate2.AsyncGenerationResult.html b/python/ctranslate2.AsyncGenerationResult.html
index 2f83019b0..b19b1a541 100644
--- a/python/ctranslate2.AsyncGenerationResult.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>AsyncGenerationResult &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>AsyncGenerationResult &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
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 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.AsyncScoringResult.html b/python/ctranslate2.AsyncScoringResult.html
index 74d5a9cf3..489246065 100644
--- a/python/ctranslate2.AsyncScoringResult.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>AsyncScoringResult &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>AsyncScoringResult &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
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 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.AsyncTranslationResult.html b/python/ctranslate2.AsyncTranslationResult.html
index 84ce6401f..47128013f 100644
--- a/python/ctranslate2.AsyncTranslationResult.html
+++ b/python/ctranslate2.AsyncTranslationResult.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>AsyncTranslationResult &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>AsyncTranslationResult &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.DataType.html b/python/ctranslate2.DataType.html
index a86e1113c..7864bb397 100644
--- a/python/ctranslate2.DataType.html
+++ b/python/ctranslate2.DataType.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>DataType &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>DataType &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.Encoder.html b/python/ctranslate2.Encoder.html
index b72ddd1ee..97e694b74 100644
--- a/python/ctranslate2.Encoder.html
+++ b/python/ctranslate2.Encoder.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Encoder &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Encoder &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -190,7 +190,7 @@ <h1>Encoder<a class="headerlink" href="#encoder" title="Permalink to this headli
 
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.Encoder.forward_batch">
-<span class="sig-name descname"><span class="pre">forward_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="ctranslate2.StorageView.html#ctranslate2.StorageView" title="ctranslate2.StorageView"><span class="pre">StorageView</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lengths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="ctranslate2.StorageView.html#ctranslate2.StorageView" title="ctranslate2.StorageView"><span class="pre">StorageView</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="ctranslate2.EncoderForwardOutput.html#ctranslate2.EncoderForwardOutput" title="ctranslate2.EncoderForwardOutput"><span class="pre">EncoderForwardOutput</span></a></span></span><a class="headerlink" href="#ctranslate2.Encoder.forward_batch" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">forward_batch</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">inputs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference internal" href="ctranslate2.StorageView.html#ctranslate2.StorageView" title="ctranslate2.StorageView"><span class="pre">StorageView</span></a><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">lengths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="ctranslate2.StorageView.html#ctranslate2.StorageView" title="ctranslate2.StorageView"><span class="pre">StorageView</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">token_type_ids</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="ctranslate2.EncoderForwardOutput.html#ctranslate2.EncoderForwardOutput" title="ctranslate2.EncoderForwardOutput"><span class="pre">EncoderForwardOutput</span></a></span></span><a class="headerlink" href="#ctranslate2.Encoder.forward_batch" title="Permalink to this definition"></a></dt>
 <dd><p>Forwards a batch of sequences in the encoder.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -200,6 +200,8 @@ <h1>Encoder<a class="headerlink" href="#encoder" title="Permalink to this headli
 <code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">max_length]</span></code> (e.g. created from a Numpy array or PyTorch tensor).</p></li>
 <li><p><strong>lengths</strong> – The length of each sequence as a int32 array with shape
 <code class="docutils literal notranslate"><span class="pre">[batch_size]</span></code>. Required when <code class="xref py py-obj docutils literal notranslate"><span class="pre">inputs</span></code> is a dense array.</p></li>
+<li><p><strong>token_type_ids</strong> – A batch of token type IDs of same shape as <code class="xref py py-obj docutils literal notranslate"><span class="pre">inputs</span></code>.
+<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">max_length]</span></code>.</p></li>
 </ul>
 </dd>
 <dt class="field-even">Returns</dt>
diff --git a/python/ctranslate2.EncoderForwardOutput.html b/python/ctranslate2.EncoderForwardOutput.html
index 4c2561e8b..76df0e72f 100644
--- a/python/ctranslate2.EncoderForwardOutput.html
+++ b/python/ctranslate2.EncoderForwardOutput.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>EncoderForwardOutput &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>EncoderForwardOutput &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.ExecutionStats.html b/python/ctranslate2.ExecutionStats.html
index ad36d308d..8b5b5a09c 100644
--- a/python/ctranslate2.ExecutionStats.html
+++ b/python/ctranslate2.ExecutionStats.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>ExecutionStats &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>ExecutionStats &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.GenerationResult.html b/python/ctranslate2.GenerationResult.html
index 932ce3519..b8f10e4ea 100644
--- a/python/ctranslate2.GenerationResult.html
+++ b/python/ctranslate2.GenerationResult.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>GenerationResult &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>GenerationResult &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.GenerationStepResult.html b/python/ctranslate2.GenerationStepResult.html
index e3b88af4e..31075640d 100644
--- a/python/ctranslate2.GenerationStepResult.html
+++ b/python/ctranslate2.GenerationStepResult.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>GenerationStepResult &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>GenerationStepResult &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -147,6 +147,7 @@ <h1>GenerationStepResult<a class="headerlink" href="#generationstepresult" title
 <p><strong>Attributes:</strong></p>
 <ul class="simple">
 <li><p><a class="reference internal" href="#ctranslate2.GenerationStepResult.batch_id" title="ctranslate2.GenerationStepResult.batch_id"><code class="xref py py-obj docutils literal notranslate"><span class="pre">batch_id</span></code></a></p></li>
+<li><p><a class="reference internal" href="#ctranslate2.GenerationStepResult.hypothesis_id" title="ctranslate2.GenerationStepResult.hypothesis_id"><code class="xref py py-obj docutils literal notranslate"><span class="pre">hypothesis_id</span></code></a></p></li>
 <li><p><a class="reference internal" href="#ctranslate2.GenerationStepResult.is_last" title="ctranslate2.GenerationStepResult.is_last"><code class="xref py py-obj docutils literal notranslate"><span class="pre">is_last</span></code></a></p></li>
 <li><p><a class="reference internal" href="#ctranslate2.GenerationStepResult.log_prob" title="ctranslate2.GenerationStepResult.log_prob"><code class="xref py py-obj docutils literal notranslate"><span class="pre">log_prob</span></code></a></p></li>
 <li><p><a class="reference internal" href="#ctranslate2.GenerationStepResult.step" title="ctranslate2.GenerationStepResult.step"><code class="xref py py-obj docutils literal notranslate"><span class="pre">step</span></code></a></p></li>
@@ -159,6 +160,12 @@ <h1>GenerationStepResult<a class="headerlink" href="#generationstepresult" title
 <dd><p>The batch index.</p>
 </dd></dl>
 
+<dl class="py property">
+<dt class="sig sig-object py" id="ctranslate2.GenerationStepResult.hypothesis_id">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">hypothesis_id</span></span><a class="headerlink" href="#ctranslate2.GenerationStepResult.hypothesis_id" title="Permalink to this definition"></a></dt>
+<dd><p>Index of the hypothesis in the batch.</p>
+</dd></dl>
+
 <dl class="py property">
 <dt class="sig sig-object py" id="ctranslate2.GenerationStepResult.is_last">
 <em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">is_last</span></span><a class="headerlink" href="#ctranslate2.GenerationStepResult.is_last" title="Permalink to this definition"></a></dt>
diff --git a/python/ctranslate2.Generator.html b/python/ctranslate2.Generator.html
index 6a1da0444..ba81b224d 100644
--- a/python/ctranslate2.Generator.html
+++ b/python/ctranslate2.Generator.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Generator &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Generator &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -294,7 +294,7 @@ <h1>Generator<a class="headerlink" href="#generator" title="Permalink to this he
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.Generator.generate_iterable">
 <span class="sig-name descname"><span class="pre">generate_iterable</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">start_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'examples'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="ctranslate2.GenerationResult.html#ctranslate2.GenerationResult" title="ctranslate2.GenerationResult"><span class="pre">GenerationResult</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#ctranslate2.Generator.generate_iterable" title="Permalink to this definition"></a></dt>
-<dd><p>Generates from an iterable of start tokens.</p>
+<dd><p>Generates from an iterable of tokenized prompts.</p>
 <p>This method is built on top of <a class="reference internal" href="#ctranslate2.Generator.generate_batch" title="ctranslate2.Generator.generate_batch"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.Generator.generate_batch()</span></code></a>
 to efficiently run generation on an arbitrarily large stream of data. It enables
 the following optimizations:</p>
@@ -307,7 +307,7 @@ <h1>Generator<a class="headerlink" href="#generator" title="Permalink to this he
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>start_tokens</strong> – An iterable on start tokens.</p></li>
+<li><p><strong>start_tokens</strong> – An iterable of tokenized prompts.</p></li>
 <li><p><strong>max_batch_size</strong> – The maximum batch size.</p></li>
 <li><p><strong>batch_type</strong> – Whether <code class="xref py py-obj docutils literal notranslate"><span class="pre">max_batch_size</span></code> is the number of “examples” or “tokens”.</p></li>
 <li><p><strong>**kwargs</strong> – Any generation options accepted by
@@ -385,7 +385,7 @@ <h1>Generator<a class="headerlink" href="#generator" title="Permalink to this he
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.Generator.score_iterable">
 <span class="sig-name descname"><span class="pre">score_iterable</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'examples'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="ctranslate2.ScoringResult.html#ctranslate2.ScoringResult" title="ctranslate2.ScoringResult"><span class="pre">ScoringResult</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#ctranslate2.Generator.score_iterable" title="Permalink to this definition"></a></dt>
-<dd><p>Scores an iterable of tokens.</p>
+<dd><p>Scores an iterable of tokenized examples.</p>
 <p>This method is built on top of <a class="reference internal" href="#ctranslate2.Generator.score_batch" title="ctranslate2.Generator.score_batch"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.Generator.score_batch()</span></code></a>
 to efficiently score an arbitrarily large stream of data. It enables
 the following optimizations:</p>
@@ -398,7 +398,7 @@ <h1>Generator<a class="headerlink" href="#generator" title="Permalink to this he
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>tokens</strong> – An iterable on tokens.</p></li>
+<li><p><strong>tokens</strong> – An iterable of tokenized examples.</p></li>
 <li><p><strong>max_batch_size</strong> – The maximum batch size.</p></li>
 <li><p><strong>batch_type</strong> – Whether <code class="xref py py-obj docutils literal notranslate"><span class="pre">max_batch_size</span></code> is the number of “examples” or “tokens”.</p></li>
 <li><p><strong>**kwargs</strong> – Any score options accepted by
diff --git a/python/ctranslate2.ScoringResult.html b/python/ctranslate2.ScoringResult.html
index e956fbc7c..bc2bcda76 100644
--- a/python/ctranslate2.ScoringResult.html
+++ b/python/ctranslate2.ScoringResult.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>ScoringResult &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>ScoringResult &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.StorageView.html b/python/ctranslate2.StorageView.html
index 3e13d7db1..5ad256753 100644
--- a/python/ctranslate2.StorageView.html
+++ b/python/ctranslate2.StorageView.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>StorageView &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>StorageView &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.TranslationResult.html b/python/ctranslate2.TranslationResult.html
index 8d32021b4..ed89f3477 100644
--- a/python/ctranslate2.TranslationResult.html
+++ b/python/ctranslate2.TranslationResult.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>TranslationResult &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>TranslationResult &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.Translator.html b/python/ctranslate2.Translator.html
index cf31dbeb9..4d9dd1dd6 100644
--- a/python/ctranslate2.Translator.html
+++ b/python/ctranslate2.Translator.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Translator &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Translator &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -266,7 +266,7 @@ <h1>Translator<a class="headerlink" href="#translator" title="Permalink to this
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.Translator.score_file">
 <span class="sig-name descname"><span class="pre">score_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">read_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'examples'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_input_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1024</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_tokens_score</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_tokenize_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_tokenize_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_detokenize_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="ctranslate2.ExecutionStats.html#ctranslate2.ExecutionStats" title="ctranslate2.ExecutionStats"><span class="pre">ExecutionStats</span></a></span></span><a class="headerlink" href="#ctranslate2.Translator.score_file" title="Permalink to this definition"></a></dt>
-<dd><p>Scores a parallel file.</p>
+<dd><p>Scores a parallel tokenized text file.</p>
 <p>Each line in <code class="xref py py-obj docutils literal notranslate"><span class="pre">output_path</span></code> will have the format:</p>
 <div class="highlight-text notranslate"><div class="highlight"><pre><span></span>&lt;score&gt; ||| &lt;target&gt; [||| &lt;score_token_0&gt; &lt;score_token_1&gt; ...]
 </pre></div>
@@ -301,7 +301,7 @@ <h1>Translator<a class="headerlink" href="#translator" title="Permalink to this
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.Translator.score_iterable">
 <span class="sig-name descname"><span class="pre">score_iterable</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">64</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'examples'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="ctranslate2.ScoringResult.html#ctranslate2.ScoringResult" title="ctranslate2.ScoringResult"><span class="pre">ScoringResult</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#ctranslate2.Translator.score_iterable" title="Permalink to this definition"></a></dt>
-<dd><p>Scores an iterable of tokens.</p>
+<dd><p>Scores an iterable of tokenized examples.</p>
 <p>This method is built on top of <a class="reference internal" href="#ctranslate2.Translator.score_batch" title="ctranslate2.Translator.score_batch"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.Translator.score_batch()</span></code></a>
 to efficiently score an arbitrarily large stream of data. It enables the
 following optimizations:</p>
@@ -314,8 +314,8 @@ <h1>Translator<a class="headerlink" href="#translator" title="Permalink to this
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>source</strong> – An iterable on source tokens.</p></li>
-<li><p><strong>target</strong> – An iterable on target tokens.</p></li>
+<li><p><strong>source</strong> – An iterable of tokenized source examples.</p></li>
+<li><p><strong>target</strong> – An iterable of tokenized target examples.</p></li>
 <li><p><strong>max_batch_size</strong> – The maximum batch size.</p></li>
 <li><p><strong>batch_type</strong> – Whether <code class="xref py py-obj docutils literal notranslate"><span class="pre">max_batch_size</span></code> is the number of “examples” or “tokens”.</p></li>
 <li><p><strong>**kwargs</strong> – Any scoring options accepted by
@@ -390,7 +390,7 @@ <h1>Translator<a class="headerlink" href="#translator" title="Permalink to this
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.Translator.translate_file">
 <span class="sig-name descname"><span class="pre">translate_file</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_path</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">read_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'examples'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">beam_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">patience</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_hypotheses</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">length_penalty</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">coverage_penalty</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">repetition_penalty</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_repeat_ngram_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">disable_unk</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">suppress_sequences</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">end_token</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Union</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">prefix_bias_beta</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">0</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_input_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1024</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_decoding_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">256</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">min_decoding_length</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">use_vmap</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_scores</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_topk</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_topp</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">sampling_temperature</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">replace_unknowns</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">source_tokenize_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_tokenize_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_detokenize_fn</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Callable</span><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="ctranslate2.ExecutionStats.html#ctranslate2.ExecutionStats" title="ctranslate2.ExecutionStats"><span class="pre">ExecutionStats</span></a></span></span><a class="headerlink" href="#ctranslate2.Translator.translate_file" title="Permalink to this definition"></a></dt>
-<dd><p>Translates a file.</p>
+<dd><p>Translates a tokenized text file.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
@@ -447,7 +447,7 @@ <h1>Translator<a class="headerlink" href="#translator" title="Permalink to this
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.Translator.translate_iterable">
 <span class="sig-name descname"><span class="pre">translate_iterable</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">source</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">target_prefix</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><span class="pre">List</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_batch_size</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">32</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">batch_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'examples'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Iterable</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="ctranslate2.TranslationResult.html#ctranslate2.TranslationResult" title="ctranslate2.TranslationResult"><span class="pre">TranslationResult</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#ctranslate2.Translator.translate_iterable" title="Permalink to this definition"></a></dt>
-<dd><p>Translates an iterable of tokens.</p>
+<dd><p>Translates an iterable of tokenized examples.</p>
 <p>This method is built on top of <a class="reference internal" href="#ctranslate2.Translator.translate_batch" title="ctranslate2.Translator.translate_batch"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.Translator.translate_batch()</span></code></a>
 to efficiently translate an arbitrarily large stream of data. It enables the
 following optimizations:</p>
@@ -460,8 +460,8 @@ <h1>Translator<a class="headerlink" href="#translator" title="Permalink to this
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
-<li><p><strong>source</strong> – An iterable on source tokens.</p></li>
-<li><p><strong>target_prefix</strong> – An optional iterable on target tokens used as prefix.</p></li>
+<li><p><strong>source</strong> – An iterable of tokenized source examples.</p></li>
+<li><p><strong>target_prefix</strong> – An optional iterable of tokenized target prefixes.</p></li>
 <li><p><strong>max_batch_size</strong> – The maximum batch size.</p></li>
 <li><p><strong>batch_type</strong> – Whether <code class="xref py py-obj docutils literal notranslate"><span class="pre">max_batch_size</span></code> is the number of “examples” or “tokens”.</p></li>
 <li><p><strong>**kwargs</strong> – Any translation options accepted by
@@ -472,6 +472,22 @@ <h1>Translator<a class="headerlink" href="#translator" title="Permalink to this
 <dd class="field-even"><p>A generator iterator over <a class="reference internal" href="ctranslate2.TranslationResult.html#ctranslate2.TranslationResult" title="ctranslate2.TranslationResult"><code class="xref py py-class docutils literal notranslate"><span class="pre">ctranslate2.TranslationResult</span></code></a> instances.</p>
 </dd>
 </dl>
+<p class="rubric">Example</p>
+<p>This method can be used to efficiently translate text files:</p>
+<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="c1"># Replace by your own tokenization and detokenization functions.</span>
+<span class="n">tokenize_fn</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">line</span><span class="p">:</span> <span class="n">line</span><span class="o">.</span><span class="n">strip</span><span class="p">()</span><span class="o">.</span><span class="n">split</span><span class="p">()</span>
+<span class="n">detokenize_fn</span> <span class="o">=</span> <span class="k">lambda</span> <span class="n">tokens</span><span class="p">:</span> <span class="s2">&quot; &quot;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">tokens</span><span class="p">)</span>
+
+<span class="k">with</span> <span class="nb">open</span><span class="p">(</span><span class="s2">&quot;input.txt&quot;</span><span class="p">)</span> <span class="k">as</span> <span class="n">input_file</span><span class="p">:</span>
+    <span class="n">source</span> <span class="o">=</span> <span class="nb">map</span><span class="p">(</span><span class="n">tokenize_fn</span><span class="p">,</span> <span class="n">input_file</span><span class="p">)</span>
+    <span class="n">results</span> <span class="o">=</span> <span class="n">translator</span><span class="o">.</span><span class="n">translate_iterable</span><span class="p">(</span><span class="n">source</span><span class="p">,</span> <span class="n">max_batch_size</span><span class="o">=</span><span class="mi">64</span><span class="p">)</span>
+
+    <span class="k">for</span> <span class="n">result</span> <span class="ow">in</span> <span class="n">results</span><span class="p">:</span>
+        <span class="n">tokens</span> <span class="o">=</span> <span class="n">result</span><span class="o">.</span><span class="n">hypotheses</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
+        <span class="n">target</span> <span class="o">=</span> <span class="n">detokenize_fn</span><span class="p">(</span><span class="n">tokens</span><span class="p">)</span>
+        <span class="nb">print</span><span class="p">(</span><span class="n">target</span><span class="p">)</span>
+</pre></div>
+</div>
 </dd></dl>
 
 <dl class="py method">
diff --git a/python/ctranslate2.contains_model.html b/python/ctranslate2.contains_model.html
index 2cab7b46f..6fa74606c 100644
--- a/python/ctranslate2.contains_model.html
+++ b/python/ctranslate2.contains_model.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>contains_model &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>contains_model &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.converters.Converter.html b/python/ctranslate2.converters.Converter.html
index beade6877..9aa2f682c 100644
--- a/python/ctranslate2.converters.Converter.html
+++ b/python/ctranslate2.converters.Converter.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Converter &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Converter &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.converters.FairseqConverter.html b/python/ctranslate2.converters.FairseqConverter.html
index 59e3b050f..beecbb34d 100644
--- a/python/ctranslate2.converters.FairseqConverter.html
+++ b/python/ctranslate2.converters.FairseqConverter.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>FairseqConverter &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>FairseqConverter &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.converters.MarianConverter.html b/python/ctranslate2.converters.MarianConverter.html
index 0dde1a3cf..1994aa587 100644
--- a/python/ctranslate2.converters.MarianConverter.html
+++ b/python/ctranslate2.converters.MarianConverter.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>MarianConverter &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>MarianConverter &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
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index 573b09221..3002d4ed5 100644
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-  <title>OpenAIGPT2Converter &mdash; CTranslate2 3.18.0 documentation</title>
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@@ -32,7 +32,7 @@
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diff --git a/python/ctranslate2.converters.OpenNMTPyConverter.html b/python/ctranslate2.converters.OpenNMTPyConverter.html
index d2dffb0a9..254865ef7 100644
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-  <title>OpenNMTPyConverter &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>OpenNMTPyConverter &mdash; CTranslate2 3.19.0 documentation</title>
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@@ -32,7 +32,7 @@
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diff --git a/python/ctranslate2.converters.OpenNMTTFConverter.html b/python/ctranslate2.converters.OpenNMTTFConverter.html
index dd0a76eaf..ea0d23669 100644
--- a/python/ctranslate2.converters.OpenNMTTFConverter.html
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-  <title>OpenNMTTFConverter &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>OpenNMTTFConverter &mdash; CTranslate2 3.19.0 documentation</title>
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@@ -32,7 +32,7 @@
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diff --git a/python/ctranslate2.converters.OpusMTConverter.html b/python/ctranslate2.converters.OpusMTConverter.html
index cc9742c4b..7000213ad 100644
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-  <title>OpusMTConverter &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>OpusMTConverter &mdash; CTranslate2 3.19.0 documentation</title>
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@@ -32,7 +32,7 @@
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diff --git a/python/ctranslate2.converters.TransformersConverter.html b/python/ctranslate2.converters.TransformersConverter.html
index 239cfcbf0..7e041d519 100644
--- a/python/ctranslate2.converters.TransformersConverter.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>TransformersConverter &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>TransformersConverter &mdash; CTranslate2 3.19.0 documentation</title>
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@@ -32,7 +32,7 @@
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-                3.18
+                3.19
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diff --git a/python/ctranslate2.converters.html b/python/ctranslate2.converters.html
index 5ea03c957..c27bdcbdd 100644
--- a/python/ctranslate2.converters.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>ctranslate2.converters &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>ctranslate2.converters &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
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diff --git a/python/ctranslate2.get_cuda_device_count.html b/python/ctranslate2.get_cuda_device_count.html
index 8b7355519..ad1440492 100644
--- a/python/ctranslate2.get_cuda_device_count.html
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-  <title>get_cuda_device_count &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>get_cuda_device_count &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
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-                3.18
+                3.19
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diff --git a/python/ctranslate2.get_log_level.html b/python/ctranslate2.get_log_level.html
index 4015dac2e..8fb9b800c 100644
--- a/python/ctranslate2.get_log_level.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>get_log_level &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>get_log_level &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
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-                3.18
+                3.19
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diff --git a/python/ctranslate2.get_supported_compute_types.html b/python/ctranslate2.get_supported_compute_types.html
index 35a994375..e0016f829 100644
--- a/python/ctranslate2.get_supported_compute_types.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>get_supported_compute_types &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>get_supported_compute_types &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
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-                3.18
+                3.19
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 <div role="search">
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diff --git a/python/ctranslate2.html b/python/ctranslate2.html
index a431a667b..48e1d85f7 100644
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>ctranslate2 &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>ctranslate2 &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
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 <div role="search">
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diff --git a/python/ctranslate2.models.Whisper.html b/python/ctranslate2.models.Whisper.html
index 312bc496a..b0fe2c03a 100644
--- a/python/ctranslate2.models.Whisper.html
+++ b/python/ctranslate2.models.Whisper.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Whisper &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Whisper &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
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 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -182,9 +182,9 @@ <h1>Whisper<a class="headerlink" href="#whisper" title="Permalink to this headli
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>features</strong> – Mel spectogram of the audio, as a float array with shape
-<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">80,</span> <span class="pre">3000]</span></code>. This method also accepts the encoded features
-returned by the method <a class="reference internal" href="#ctranslate2.models.Whisper.encode" title="ctranslate2.models.Whisper.encode"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.models.Whisper.encode()</span></code></a>, which
-have shape <code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">1500,</span> <span class="pre">d_model]</span></code>.</p></li>
+<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">80,</span> <span class="pre">chunk_length]</span></code>. This method also accepts the encoded
+features returned by the method <a class="reference internal" href="#ctranslate2.models.Whisper.encode" title="ctranslate2.models.Whisper.encode"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.models.Whisper.encode()</span></code></a>,
+which have shape <code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">chunk_length</span> <span class="pre">//</span> <span class="pre">2,</span> <span class="pre">d_model]</span></code>.</p></li>
 <li><p><strong>start_sequence</strong> – The start sequence tokens.</p></li>
 <li><p><strong>text_tokens</strong> – Batch of text tokens to align.</p></li>
 <li><p><strong>num_frames</strong> – Number of non padding frames in the features.</p></li>
@@ -204,9 +204,9 @@ <h1>Whisper<a class="headerlink" href="#whisper" title="Permalink to this headli
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><p><strong>features</strong> – Mel spectogram of the audio, as a float array with shape
-<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">80,</span> <span class="pre">3000]</span></code>. This method also accepts the encoded features
-returned by the method <a class="reference internal" href="#ctranslate2.models.Whisper.encode" title="ctranslate2.models.Whisper.encode"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.models.Whisper.encode()</span></code></a>, which
-have shape <code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">1500,</span> <span class="pre">d_model]</span></code>.</p>
+<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">80,</span> <span class="pre">chunk_length]</span></code>. This method also accepts the encoded
+features returned by the method <a class="reference internal" href="#ctranslate2.models.Whisper.encode" title="ctranslate2.models.Whisper.encode"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.models.Whisper.encode()</span></code></a>,
+which have shape <code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">chunk_length</span> <span class="pre">//</span> <span class="pre">2,</span> <span class="pre">d_model]</span></code>.</p>
 </dd>
 <dt class="field-even">Returns</dt>
 <dd class="field-even"><p>For each batch, a list of pairs (language, probability) ordered from
@@ -226,7 +226,7 @@ <h1>Whisper<a class="headerlink" href="#whisper" title="Permalink to this headli
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>features</strong> – Mel spectogram of the audio, as a float array with shape
-<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">80,</span> <span class="pre">3000]</span></code>.</p></li>
+<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">80,</span> <span class="pre">chunk_length]</span></code>.</p></li>
 <li><p><strong>to_cpu</strong> – Copy the encoder output to the CPU before returning the value.</p></li>
 </ul>
 </dd>
@@ -244,9 +244,9 @@ <h1>Whisper<a class="headerlink" href="#whisper" title="Permalink to this headli
 <dt class="field-odd">Parameters</dt>
 <dd class="field-odd"><ul class="simple">
 <li><p><strong>features</strong> – Mel spectogram of the audio, as a float array with shape
-<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">80,</span> <span class="pre">3000]</span></code>. This method also accepts the encoded features
-returned by the method <a class="reference internal" href="#ctranslate2.models.Whisper.encode" title="ctranslate2.models.Whisper.encode"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.models.Whisper.encode()</span></code></a>, which
-have shape <code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">1500,</span> <span class="pre">d_model]</span></code>.</p></li>
+<code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">80,</span> <span class="pre">chunk_length]</span></code>. This method also accepts the encoded
+features returned by the method <a class="reference internal" href="#ctranslate2.models.Whisper.encode" title="ctranslate2.models.Whisper.encode"><code class="xref py py-meth docutils literal notranslate"><span class="pre">ctranslate2.models.Whisper.encode()</span></code></a>,
+which have shape <code class="docutils literal notranslate"><span class="pre">[batch_size,</span> <span class="pre">chunk_length</span> <span class="pre">//</span> <span class="pre">2,</span> <span class="pre">d_model]</span></code>.</p></li>
 <li><p><strong>prompts</strong> – Batch of initial string tokens or token IDs.</p></li>
 <li><p><strong>asynchronous</strong> – Run the model asynchronously.</p></li>
 <li><p><strong>beam_size</strong> – Beam size (1 for greedy search).</p></li>
diff --git a/python/ctranslate2.models.WhisperGenerationResult.html b/python/ctranslate2.models.WhisperGenerationResult.html
index e4619398c..ccd0ca9a7 100644
--- a/python/ctranslate2.models.WhisperGenerationResult.html
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   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>WhisperGenerationResult &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>WhisperGenerationResult &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
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diff --git a/python/ctranslate2.models.WhisperGenerationResultAsync.html b/python/ctranslate2.models.WhisperGenerationResultAsync.html
index 408c14b1c..8dcf6380c 100644
--- a/python/ctranslate2.models.WhisperGenerationResultAsync.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>WhisperGenerationResultAsync &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>WhisperGenerationResultAsync &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
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 <div role="search">
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diff --git a/python/ctranslate2.models.html b/python/ctranslate2.models.html
index f00df5642..9fa2668a1 100644
--- a/python/ctranslate2.models.html
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   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>ctranslate2.models &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>ctranslate2.models &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
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 <div role="search">
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diff --git a/python/ctranslate2.set_log_level.html b/python/ctranslate2.set_log_level.html
index acbb81f86..1006e7caa 100644
--- a/python/ctranslate2.set_log_level.html
+++ b/python/ctranslate2.set_log_level.html
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>set_log_level &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>set_log_level &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
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@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
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               <div class="version">
-                3.18
+                3.19
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 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.set_random_seed.html b/python/ctranslate2.set_random_seed.html
index f4f214c6d..09fc35c27 100644
--- a/python/ctranslate2.set_random_seed.html
+++ b/python/ctranslate2.set_random_seed.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>set_random_seed &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>set_random_seed &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
diff --git a/python/ctranslate2.specs.Activation.html b/python/ctranslate2.specs.Activation.html
index 9a5656715..c87515c50 100644
--- a/python/ctranslate2.specs.Activation.html
+++ b/python/ctranslate2.specs.Activation.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>Activation &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>Activation &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderModelSpec.html">TransformerDecoderModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderSpec.html">TransformerDecoderSpec</a></li>
diff --git a/python/ctranslate2.specs.EmbeddingsMerge.html b/python/ctranslate2.specs.EmbeddingsMerge.html
index f03f4c3d6..1b3d4893e 100644
--- a/python/ctranslate2.specs.EmbeddingsMerge.html
+++ b/python/ctranslate2.specs.EmbeddingsMerge.html
@@ -4,7 +4,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>EmbeddingsMerge &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>EmbeddingsMerge &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderModelSpec.html">TransformerDecoderModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderSpec.html">TransformerDecoderSpec</a></li>
diff --git a/python/ctranslate2.specs.LanguageModelSpec.html b/python/ctranslate2.specs.LanguageModelSpec.html
index 8c5489ad3..ac18cb7ec 100644
--- a/python/ctranslate2.specs.LanguageModelSpec.html
+++ b/python/ctranslate2.specs.LanguageModelSpec.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>LanguageModelSpec &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>LanguageModelSpec &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3 current"><a class="current reference internal" href="#">LanguageModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderModelSpec.html">TransformerDecoderModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderSpec.html">TransformerDecoderSpec</a></li>
diff --git a/python/ctranslate2.specs.LayerSpec.html b/python/ctranslate2.specs.LayerSpec.html
index 1569199fe..e87e879a2 100644
--- a/python/ctranslate2.specs.LayerSpec.html
+++ b/python/ctranslate2.specs.LayerSpec.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>LayerSpec &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>LayerSpec &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">LayerSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderModelSpec.html">TransformerDecoderModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderSpec.html">TransformerDecoderSpec</a></li>
diff --git a/python/ctranslate2.specs.ModelSpec.html b/python/ctranslate2.specs.ModelSpec.html
index 0e65fc8e8..954e7acd8 100644
--- a/python/ctranslate2.specs.ModelSpec.html
+++ b/python/ctranslate2.specs.ModelSpec.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>ModelSpec &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>ModelSpec &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -20,7 +20,7 @@
     <script src="../_static/js/theme.js"></script>
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
-    <link rel="next" title="SequenceToSequenceModelSpec" href="ctranslate2.specs.SequenceToSequenceModelSpec.html" />
+    <link rel="next" title="RotaryScalingType" href="ctranslate2.specs.RotaryScalingType.html" />
     <link rel="prev" title="LayerSpec" href="ctranslate2.specs.LayerSpec.html" /> 
 </head>
 
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderModelSpec.html">TransformerDecoderModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderSpec.html">TransformerDecoderSpec</a></li>
@@ -258,7 +259,7 @@ <h1>ModelSpec<a class="headerlink" href="#modelspec" title="Permalink to this he
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
         <a href="ctranslate2.specs.LayerSpec.html" class="btn btn-neutral float-left" title="LayerSpec" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="ctranslate2.specs.SequenceToSequenceModelSpec.html" class="btn btn-neutral float-right" title="SequenceToSequenceModelSpec" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+        <a href="ctranslate2.specs.RotaryScalingType.html" class="btn btn-neutral float-right" title="RotaryScalingType" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
   <hr/>
diff --git a/python/ctranslate2.specs.RotaryScalingType.html b/python/ctranslate2.specs.RotaryScalingType.html
new file mode 100644
index 000000000..48f52f38f
--- /dev/null
+++ b/python/ctranslate2.specs.RotaryScalingType.html
@@ -0,0 +1,177 @@
+<!DOCTYPE html>
+<html class="writer-html5" lang="en" >
+<head>
+  <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
+
+  <meta name="viewport" content="width=device-width, initial-scale=1.0" />
+  <title>RotaryScalingType &mdash; CTranslate2 3.19.0 documentation</title>
+      <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
+      <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
+      <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
+    <link rel="shortcut icon" href="../_static/favicon.png"/>
+  <!--[if lt IE 9]>
+    <script src="../_static/js/html5shiv.min.js"></script>
+  <![endif]-->
+  
+        <script data-url_root="../" id="documentation_options" src="../_static/documentation_options.js"></script>
+        <script src="../_static/jquery.js"></script>
+        <script src="../_static/underscore.js"></script>
+        <script src="../_static/doctools.js"></script>
+    <script src="../_static/js/theme.js"></script>
+    <link rel="index" title="Index" href="../genindex.html" />
+    <link rel="search" title="Search" href="../search.html" />
+    <link rel="next" title="SequenceToSequenceModelSpec" href="ctranslate2.specs.SequenceToSequenceModelSpec.html" />
+    <link rel="prev" title="ModelSpec" href="ctranslate2.specs.ModelSpec.html" /> 
+</head>
+
+<body class="wy-body-for-nav"> 
+  <div class="wy-grid-for-nav">
+    <nav data-toggle="wy-nav-shift" class="wy-nav-side">
+      <div class="wy-side-scroll">
+        <div class="wy-side-nav-search" >
+            <a href="../index.html" class="icon icon-home"> CTranslate2
+          </a>
+              <div class="version">
+                3.19
+              </div>
+<div role="search">
+  <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
+    <input type="text" name="q" placeholder="Search docs" />
+    <input type="hidden" name="check_keywords" value="yes" />
+    <input type="hidden" name="area" value="default" />
+  </form>
+</div>
+        </div><div class="wy-menu wy-menu-vertical" data-spy="affix" role="navigation" aria-label="Navigation menu">
+              <p class="caption" role="heading"><span class="caption-text">Get started</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../quickstart.html">Quickstart</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../installation.html">Installation</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Tasks</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../translation.html">Text translation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../generation.html">Text generation</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../encoding.html">Text encoding</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../speech_recognition.html">Speech recognition</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Developer guides</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../conversion.html">Model conversion</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../quantization.html">Quantization</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../decoding.html">Decoding features</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../parallel.html">Multithreading and parallelism</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../memory.html">Memory management</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../performance.html">Performance tips</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../environment_variables.html">Environment variables</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Framework guides</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../guides/fairseq.html">Fairseq</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guides/marian.html">Marian</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guides/opennmt_py.html">OpenNMT-py</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guides/opennmt_tf.html">OpenNMT-tf</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guides/opus_mt.html">OPUS-MT</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../guides/transformers.html">Transformers</a></li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">API</span></p>
+<ul class="current">
+<li class="toctree-l1 current"><a class="reference internal" href="overview.html">Python</a><ul class="current">
+<li class="toctree-l2"><a class="reference internal" href="ctranslate2.html">ctranslate2</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ctranslate2.converters.html">ctranslate2.converters</a></li>
+<li class="toctree-l2"><a class="reference internal" href="ctranslate2.models.html">ctranslate2.models</a></li>
+<li class="toctree-l2 current"><a class="reference internal" href="ctranslate2.specs.html">ctranslate2.specs</a><ul class="current">
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.Activation.html">Activation</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.EmbeddingsMerge.html">EmbeddingsMerge</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3 current"><a class="current reference internal" href="#">RotaryScalingType</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderModelSpec.html">TransformerDecoderModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderSpec.html">TransformerDecoderSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerEncoderModelSpec.html">TransformerEncoderModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerEncoderSpec.html">TransformerEncoderSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerSpec.html">TransformerSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.WhisperSpec.html">WhisperSpec</a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+<p class="caption" role="heading"><span class="caption-text">Other information</span></p>
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="../hardware_support.html">Hardware support</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../faq.html">Frequently asked questions</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../versioning.html">Versioning</a></li>
+</ul>
+
+        </div>
+      </div>
+    </nav>
+
+    <section data-toggle="wy-nav-shift" class="wy-nav-content-wrap"><nav class="wy-nav-top" aria-label="Mobile navigation menu" >
+          <i data-toggle="wy-nav-top" class="fa fa-bars"></i>
+          <a href="../index.html">CTranslate2</a>
+      </nav>
+
+      <div class="wy-nav-content">
+        <div class="rst-content">
+          <div role="navigation" aria-label="Page navigation">
+  <ul class="wy-breadcrumbs">
+      <li><a href="../index.html" class="icon icon-home"></a> &raquo;</li>
+          <li><a href="overview.html">Python</a> &raquo;</li>
+          <li><a href="ctranslate2.specs.html">ctranslate2.specs</a> &raquo;</li>
+      <li>RotaryScalingType</li>
+      <li class="wy-breadcrumbs-aside">
+      </li>
+  </ul>
+  <hr/>
+</div>
+          <div role="main" class="document" itemscope="itemscope" itemtype="http://schema.org/Article">
+           <div itemprop="articleBody">
+             
+  <section id="rotaryscalingtype">
+<h1>RotaryScalingType<a class="headerlink" href="#rotaryscalingtype" title="Permalink to this headline"></a></h1>
+<dl class="py class">
+<dt class="sig sig-object py" id="ctranslate2.specs.RotaryScalingType">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">ctranslate2.specs.</span></span><span class="sig-name descname"><span class="pre">RotaryScalingType</span></span><a class="headerlink" href="#ctranslate2.specs.RotaryScalingType" title="Permalink to this definition"></a></dt>
+<dd><p>RoPE scaling type.</p>
+<p><strong>Inherits from:</strong> <code class="xref py py-class docutils literal notranslate"><span class="pre">enum.IntEnum</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="ctranslate2.specs.RotaryScalingType.Linear">
+<span class="sig-name descname"><span class="pre">Linear</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0</span></em><a class="headerlink" href="#ctranslate2.specs.RotaryScalingType.Linear" title="Permalink to this definition"></a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+</section>
+
+
+           </div>
+          </div>
+          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
+        <a href="ctranslate2.specs.ModelSpec.html" class="btn btn-neutral float-left" title="ModelSpec" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="ctranslate2.specs.SequenceToSequenceModelSpec.html" class="btn btn-neutral float-right" title="SequenceToSequenceModelSpec" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
+    </div>
+
+  <hr/>
+
+  <div role="contentinfo">
+    <p></p>
+  </div>
+
+   
+
+</footer>
+        </div>
+      </div>
+    </section>
+  </div>
+  <script>
+      jQuery(function () {
+          SphinxRtdTheme.Navigation.enable(true);
+      });
+  </script> 
+
+</body>
+</html>
\ No newline at end of file
diff --git a/python/ctranslate2.specs.SequenceToSequenceModelSpec.html b/python/ctranslate2.specs.SequenceToSequenceModelSpec.html
index a1ef67004..43ab84fc6 100644
--- a/python/ctranslate2.specs.SequenceToSequenceModelSpec.html
+++ b/python/ctranslate2.specs.SequenceToSequenceModelSpec.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>SequenceToSequenceModelSpec &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>SequenceToSequenceModelSpec &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -21,7 +21,7 @@
     <link rel="index" title="Index" href="../genindex.html" />
     <link rel="search" title="Search" href="../search.html" />
     <link rel="next" title="TransformerDecoderModelSpec" href="ctranslate2.specs.TransformerDecoderModelSpec.html" />
-    <link rel="prev" title="ModelSpec" href="ctranslate2.specs.ModelSpec.html" /> 
+    <link rel="prev" title="RotaryScalingType" href="ctranslate2.specs.RotaryScalingType.html" /> 
 </head>
 
 <body class="wy-body-for-nav"> 
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">SequenceToSequenceModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderModelSpec.html">TransformerDecoderModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderSpec.html">TransformerDecoderSpec</a></li>
@@ -306,7 +307,7 @@ <h1>SequenceToSequenceModelSpec<a class="headerlink" href="#sequencetosequencemo
            </div>
           </div>
           <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="ctranslate2.specs.ModelSpec.html" class="btn btn-neutral float-left" title="ModelSpec" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
+        <a href="ctranslate2.specs.RotaryScalingType.html" class="btn btn-neutral float-left" title="RotaryScalingType" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
         <a href="ctranslate2.specs.TransformerDecoderModelSpec.html" class="btn btn-neutral float-right" title="TransformerDecoderModelSpec" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
     </div>
 
diff --git a/python/ctranslate2.specs.TransformerDecoderModelSpec.html b/python/ctranslate2.specs.TransformerDecoderModelSpec.html
index 9de8c5f65..4ce571192 100644
--- a/python/ctranslate2.specs.TransformerDecoderModelSpec.html
+++ b/python/ctranslate2.specs.TransformerDecoderModelSpec.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>TransformerDecoderModelSpec &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>TransformerDecoderModelSpec &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">TransformerDecoderModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderSpec.html">TransformerDecoderSpec</a></li>
@@ -167,7 +168,7 @@ <h1>TransformerDecoderModelSpec<a class="headerlink" href="#transformerdecodermo
 
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.specs.TransformerDecoderModelSpec.from_config">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="ctranslate2.specs.Activation.html#ctranslate2.specs.Activation" title="ctranslate2.specs.common_spec.Activation"><span class="pre">Activation</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">Activation.RELU</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layernorm_embedding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_final_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_in_out</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_relative_position</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ffn_glu</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rms_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alibi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alibi_use_positive_positions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_interleave</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel_residual</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shared_layer_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multi_query_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads_kv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ctranslate2.specs.TransformerDecoderModelSpec.from_config" title="Permalink to this definition"></a></dt>
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_config</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="ctranslate2.specs.Activation.html#ctranslate2.specs.Activation" title="ctranslate2.specs.common_spec.Activation"><span class="pre">Activation</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">Activation.RELU</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layernorm_embedding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_final_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_in_out</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_relative_position</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ffn_glu</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rms_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alibi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alibi_use_positive_positions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_alibi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_interleave</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_scaling_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html#ctranslate2.specs.RotaryScalingType" title="ctranslate2.specs.attention_spec.RotaryScalingType"><span class="pre">RotaryScalingType</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_scaling_factor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_base</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel_residual</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shared_layer_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multi_query_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads_kv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ctranslate2.specs.TransformerDecoderModelSpec.from_config" title="Permalink to this definition"></a></dt>
 <dd><p>Creates a Transformer decoder model specification.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -186,10 +187,14 @@ <h1>TransformerDecoderModelSpec<a class="headerlink" href="#transformerdecodermo
 <li><p><strong>rms_norm</strong> – Use the root mean square layer normalization.</p></li>
 <li><p><strong>alibi</strong> – Use attention with linear biases.</p></li>
 <li><p><strong>alibi_use_positive_positions</strong> – Use positive positions in the ALiBi definition.</p></li>
+<li><p><strong>scale_alibi</strong> – Apply the dot product scale factor to ALiBi.</p></li>
 <li><p><strong>rotary_dim</strong> – Apply rotary embeddings to these first N dimensions. If 0, rotary
 embeddings are applied to all dimensions.</p></li>
 <li><p><strong>rotary_interleave</strong> – Interleave the head dimensions when rotary embeddings are applied.
 Otherwise the head dimensions are sliced in half.</p></li>
+<li><p><strong>rotary_scaling_type</strong> – Type of RoPE scaling.</p></li>
+<li><p><strong>rotary_scaling_factor</strong> – Factor used in the RoPE scaling.</p></li>
+<li><p><strong>rotary_base</strong> – The base period of the rotary embeddings.</p></li>
 <li><p><strong>parallel_residual</strong> – Use parallel residual connections in each layer block, as used
 by the GPT-J and GPT-NeoX models.</p></li>
 <li><p><strong>shared_layer_norm</strong> – When using parallel residual, share the input and post
diff --git a/python/ctranslate2.specs.TransformerDecoderSpec.html b/python/ctranslate2.specs.TransformerDecoderSpec.html
index 6e02a3a73..98806dfad 100644
--- a/python/ctranslate2.specs.TransformerDecoderSpec.html
+++ b/python/ctranslate2.specs.TransformerDecoderSpec.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>TransformerDecoderSpec &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>TransformerDecoderSpec &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.TransformerDecoderModelSpec.html">TransformerDecoderModelSpec</a></li>
 <li class="toctree-l3 current"><a class="current reference internal" href="#">TransformerDecoderSpec</a></li>
@@ -143,7 +144,7 @@ <h1>TransformerDecoderSpec<a class="headerlink" href="#transformerdecoderspec" t
 </ul>
 <dl class="py method">
 <dt class="sig sig-object py" id="ctranslate2.specs.TransformerDecoderSpec.__init__">
-<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="ctranslate2.specs.Activation.html#ctranslate2.specs.Activation" title="ctranslate2.specs.common_spec.Activation"><span class="pre">Activation</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">Activation.RELU</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layernorm_embedding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_encoder_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_final_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_in_out</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">relative_position</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">relative_attention_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alignment_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alignment_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ffn_glu</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rms_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alibi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alibi_use_positive_positions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_interleave</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel_residual</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shared_layer_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multi_query_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads_kv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ctranslate2.specs.TransformerDecoderSpec.__init__" title="Permalink to this definition"></a></dt>
+<span class="sig-name descname"><span class="pre">__init__</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">num_layers</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">pre_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">activation</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="ctranslate2.specs.Activation.html#ctranslate2.specs.Activation" title="ctranslate2.specs.common_spec.Activation"><span class="pre">Activation</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">Activation.RELU</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">layernorm_embedding</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">with_encoder_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">no_final_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">project_in_out</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">relative_position</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">relative_attention_bias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alignment_layer</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">-</span> <span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alignment_heads</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ffn_glu</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rms_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alibi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">alibi_use_positive_positions</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">scale_alibi</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_dim</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_interleave</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_scaling_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html#ctranslate2.specs.RotaryScalingType" title="ctranslate2.specs.attention_spec.RotaryScalingType"><span class="pre">RotaryScalingType</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_scaling_factor</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">1</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">rotary_base</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">10000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parallel_residual</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">shared_layer_norm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multi_query_attention</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">num_heads_kv</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Optional</span><span class="p"><span class="pre">[</span></span><span class="pre">int</span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#ctranslate2.specs.TransformerDecoderSpec.__init__" title="Permalink to this definition"></a></dt>
 <dd><p>Initializes a Transformer decoder specification.</p>
 <dl class="field-list simple">
 <dt class="field-odd">Parameters</dt>
@@ -168,10 +169,14 @@ <h1>TransformerDecoderSpec<a class="headerlink" href="#transformerdecoderspec" t
 <li><p><strong>rms_norm</strong> – Use the root mean square layer normalization.</p></li>
 <li><p><strong>alibi</strong> – Use attention with linear biases.</p></li>
 <li><p><strong>alibi_use_positive_positions</strong> – Use positive positions in the ALiBi definition.</p></li>
+<li><p><strong>scale_alibi</strong> – Apply the dot product scale factor to ALiBi.</p></li>
 <li><p><strong>rotary_dim</strong> – Apply rotary embeddings to these first N dimensions. If 0, rotary
 embeddings are applied to all dimensions.</p></li>
 <li><p><strong>rotary_interleave</strong> – Interleave the head dimensions when rotary embeddings are applied.
 Otherwise the head dimensions are sliced in half.</p></li>
+<li><p><strong>rotary_scaling_type</strong> – Type of RoPE scaling.</p></li>
+<li><p><strong>rotary_scaling_factor</strong> – Factor used in the RoPE scaling.</p></li>
+<li><p><strong>rotary_base</strong> – The base period of the rotary embeddings.</p></li>
 <li><p><strong>parallel_residual</strong> – Use parallel residual connections in each layer block, as used
 by the GPT-J and GPT-NeoX models.</p></li>
 <li><p><strong>shared_layer_norm</strong> – When using parallel residual, share the input and post
diff --git a/python/ctranslate2.specs.TransformerEncoderModelSpec.html b/python/ctranslate2.specs.TransformerEncoderModelSpec.html
index 507969528..7c28db96b 100644
--- a/python/ctranslate2.specs.TransformerEncoderModelSpec.html
+++ b/python/ctranslate2.specs.TransformerEncoderModelSpec.html
@@ -4,7 +4,7 @@
   <meta charset="utf-8" /><meta name="generator" content="Docutils 0.17.1: http://docutils.sourceforge.net/" />
 
   <meta name="viewport" content="width=device-width, initial-scale=1.0" />
-  <title>TransformerEncoderModelSpec &mdash; CTranslate2 3.18.0 documentation</title>
+  <title>TransformerEncoderModelSpec &mdash; CTranslate2 3.19.0 documentation</title>
       <link rel="stylesheet" href="../_static/pygments.css" type="text/css" />
       <link rel="stylesheet" href="../_static/css/theme.css" type="text/css" />
       <link rel="stylesheet" href="../_static/custom.css" type="text/css" />
@@ -32,7 +32,7 @@
             <a href="../index.html" class="icon icon-home"> CTranslate2
           </a>
               <div class="version">
-                3.18
+                3.19
               </div>
 <div role="search">
   <form id="rtd-search-form" class="wy-form" action="../search.html" method="get">
@@ -85,6 +85,7 @@
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LanguageModelSpec.html">LanguageModelSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.LayerSpec.html">LayerSpec</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.ModelSpec.html">ModelSpec</a></li>
+<li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.RotaryScalingType.html">RotaryScalingType</a></li>
 <li class="toctree-l3"><a class="reference internal" href="ctranslate2.specs.SequenceToSequenceModelSpec.html">SequenceToSequenceModelSpec</a></li>
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diff --git a/speech_recognition.html b/speech_recognition.html
index bb42ba06b..3142c43f1 100644
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+  <title>Text translation &mdash; CTranslate2 3.19.0 documentation</title>
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diff --git a/versioning.html b/versioning.html
index ac84a6b8e..64ee5092f 100644
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