Add imports to __init__.py

README.md

@@ -1,9 +1,14 @@
 # GigaAM ASR for ONNX
+
 ## Project purpose:
-Usage of a latest (v3) versions of a GigaAMASR without additional dependencies and localy stored models
+
+Usage of a latest (v3) versions of a GigaAMASR without additional dependencies and with localy stored models running in
+an ONNX runtime
 
 ## Project setup:
+
 1. Set up original GigaAM project
+
 ```bash
 # Clone original GigaAM repo:
 git clone https://github.com/salute-developers/GigaAM
@@ -16,25 +21,34 @@ source ./tmp_venv/bin/activate
 # Install project:
 pip install -e .
 ```
+
 2. Acquire chosen models:
+
 ```python
 import gigaam
+
 onnx_dir = '/target/onnx/model/paths'
 model_version = 'v3_ctc'  # Options: v3_* models
 
 model = gigaam.load_model(model_version)
 model.to_onnx(dir_path=onnx_dir)
 ```
-3. Fetch tokenizer SentencePieceProcessor model from cache
-- From `~/.cache/gigaam/{model_name}_tokenizer.model`
-- From `https://cdn.chatwm.opensmodel.sberdevices.ru/GigaAM/{model_name}_tokenizer.model`
+
+3. Fetch SentencePieceProcessor tokenizer model
+
+- From a cache `~/.cache/gigaam/{model_name}_tokenizer.model`
+- From a sberdevices server `https://cdn.chatwm.opensmodel.sberdevices.ru/GigaAM/{model_name}_tokenizer.model`
+
 4. Then you may remove original project:
+
 ```bash
 cd ..
 rm -r ./GigaAM
 ```
+
 5. Install this (gigaam-onnx) project
 6. Set up onnx runtime and load chosen model:
+
 ```python
 import onnxruntime as ort
 from gigaam_onnx import GigaAMV3E2ERNNT, GigaAMV3RNNT, GigaAMV3E2ECTC, GigaAMV3CTC
@@ -95,4 +109,4 @@ text, timings = e2e_rnnt_model.transcribe_batch(
     [audio_array]  # audio chunks
     [1]  # length of chunks to combine
 )[0]
-```
+```

pyproject.toml

@@ -4,8 +4,9 @@ authors = [
     { name = "nikto_b", email = "niktob560@yandex.ru" }
 ]
 license = "MIT"
-version = "0.1.0"
+version = "0.1.1"
 description = "ONNX wrapper for a GigaAMASR models"
+readme = "README.md"
 requires-python = ">=3.13"
 dependencies = [
     "hatchling>=1.28.0",

src/gigaam_onnx/__init__.py

@@ -0,0 +1,4 @@
+from gigaam_onnx.v3_ctc import GigaAMV3CTC
+from gigaam_onnx.v3_e2e_ctc import GigaAMV3E2ECTC
+from gigaam_onnx.v3_e2e_rnnt import GigaAMV3E2ERNNT
+from gigaam_onnx.v3_rnnt import GigaAMV3RNNT