IndicTransToolkit

About

The goal of this repository is to provide a simple, modular, and extendable toolkit for Rotary-IndicTrans2 and IndicTrans2 series of models and be compatible with the HuggingFace models released.
Please refer to the CHANGELOG.md for latest developments.

Pre-requisites

Python 3.10+
A Linux/MacOS based environment (This toolkit is not meant/built/tested for Windows as of now).

Configuration

Direct installation:

pip install indictranstoolkit

Editable installation (Note, this may take a while):

git clone https://github.com/VarunGumma/IndicTransToolkit
cd IndicTransToolkit

pip install --editable ./

Common Installation Failures:
- Version incompatibilty: We highly recommend using the latest versions of numpy>=2.1, torch>=2.5 and transformers>=4.51 for using this toolkit. We cannot guarantee the stability of the module below these requirements. We try our best to uphold backward compatibility, but prioritize any major releases of the dependencies.

Examples

For the training usecase, please refer here.

PreTainedTokenizer

import torch
from IndicTransToolkit import IndicProcessor # NOW IMPLEMENTED IN CYTHON !!
## BUG: If the above does not work, try:
# from IndicTransToolkit.IndicTransToolkit import IndicProcessor
from transformers import AutoModelForSeq2SeqLM, AutoTokenizer
device = "cuda" is torch.cuda.is_available() else "cpu"

ip = IndicProcessor(inference=True)
tokenizer = AutoTokenizer.from_pretrained("ai4bharat/indictrans2-en-indic-dist-200M", trust_remote_code=True)
model = AutoModelForSeq2SeqLM.from_pretrained("ai4bharat/indictrans2-en-indic-dist-200M", trust_remote_code=True).to(device)

sentences = [
    "This is a test sentence.",
    "This is another longer different test sentence.",
    "Please send an SMS to 9876543210 and an email on newemail123@xyz.com by 15th October, 2023.",
]

batch = ip.preprocess_batch(sentences, src_lang="eng_Latn", tgt_lang="hin_Deva", visualize=False) # set it to visualize=True to print a progress bar
batch = tokenizer(batch, padding="longest", truncation=True, max_length=256, return_tensors="pt").to(device)

with torch.inference_mode():
    outputs = model.generate(**batch, num_beams=5, num_return_sequences=1, max_length=256)

outputs = tokenizer.batch_decode(outputs, skip_special_tokens=True, clean_up_tokenization_spaces=True)
outputs = ip.postprocess_batch(outputs, lang="hin_Deva")
print(outputs)

>>> ['यह एक परीक्षण वाक्य है।', 'यह एक और लंबा अलग परीक्षण वाक्य है।', 'कृपया 9876543210 पर एक एस. एम. एस. भेजें और 15 अक्टूबर, 2023 तक newemail123@xyz.com पर एक ईमेल भेजें।']

In case num_return_sequences > 1 in the generation config, please set the corresponding value num_return_sequences argument in the postprocess_batch method as well. By default, the value is 1.
For batch_size=N and num_return_sequences=M, the processoer output is then similar to the original decoded tokenizer output, i.e. a list of $N \times M$ sentences, where the $T_i$ ... $T_{i+M}$ are translations of $S_i$.

Evaluation

IndicEvaluator is a python implementation of compute_metrics.sh.
We have found that this python implementation gives slightly lower scores than the original compute_metrics.sh. See here for more information.

from IndicTransToolkit.IndicTransToolkit import IndicEvaluator

# this method returns a dictionary with BLEU and ChrF2++ scores with appropriate signatures
evaluator = IndicEvaluator()
scores = evaluator.evaluate(tgt_lang=tgt_lang, preds=pred_file, refs=ref_file) 

# alternatively, you can pass the list of predictions and references instead of files 
# scores = evaluator.evaluate(tgt_lang=tgt_lang, preds=preds, refs=refs)

Authors

Varun Gumma (varun230999@gmail.com)
Jay Gala (jaygala24@gmail.com)
Pranjal Agadh Chitale (pranjalchitale@gmail.com)
Raj Dabre (prajdabre@gmail.com)

Bugs and Contribution

Since this a bleeding-edge module, you may encounter broken stuff and import issues once in a while. In case you encounter any bugs or want additional functionalities, please feel free to raise Issues/Pull Requests or contact the authors.

Citation

If you use our codebase, or models, please do cite the following paper:

@article{
    gala2023indictrans,
    title={IndicTrans2: Towards High-Quality and Accessible Machine Translation Models for all 22 Scheduled Indian Languages},
    author={Jay Gala and Pranjal A Chitale and A K Raghavan and Varun Gumma and Sumanth Doddapaneni and Aswanth Kumar M and Janki Atul Nawale and Anupama Sujatha and Ratish Puduppully and Vivek Raghavan and Pratyush Kumar and Mitesh M Khapra and Raj Dabre and Anoop Kunchukuttan},
    journal={Transactions on Machine Learning Research},
    issn={2835-8856},
    year={2023},
    url={https://openreview.net/forum?id=vfT4YuzAYA},
    note={}
}

License
- OSI Approved :: MIT License
Operating System
- OS Independent
Programming Language
- Python :: 3

Metadata

License
- OSI Approved :: MIT License
Operating System
- OS Independent
Programming Language
- Python :: 3

Release files for indictranstoolkit 1.1.1

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Source distribution (sdist)

Source distribution for indictranstoolkit 1.1.1
File	Size	Uploaded
indictranstoolkit-1.1.1.tar.gz	122.7 kB	Jul 23, 2025	Details

Built distributions (wheels)

Table of built distributions (wheels) for indictranstoolkit 1.1.1
File	Interpreter	ABI	Platform	Reset
indictranstoolkit-1.1.1-pp310-pypy310_pp73-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl 187.9 kB Jul 23, 2025	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ x86-64, Linux glibc 2.5+ x86-64	Details
indictranstoolkit-1.1.1-pp310-pypy310_pp73-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 189.2 kB Jul 23, 2025	PyPy 3.10	PyPy 3.10 7.3	Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32	Details
indictranstoolkit-1.1.1-pp310-pypy310_pp73-macosx_11_0_arm64.whl 172.7 kB Jul 23, 2025	PyPy 3.10	PyPy 3.10 7.3	macOS 11.0+ ARM64	Details
indictranstoolkit-1.1.1-cp313-cp313-musllinux_1_2_x86_64.whl 538.9 kB Jul 23, 2025	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-64	Details
indictranstoolkit-1.1.1-cp313-cp313-musllinux_1_2_i686.whl 520.2 kB Jul 23, 2025	CPython 3.13	CPython 3.13	Linux musl 1.2+ x86-32	Details
indictranstoolkit-1.1.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 548.4 kB Jul 23, 2025	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-64	Details
indictranstoolkit-1.1.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 526.3 kB Jul 23, 2025	CPython 3.13	CPython 3.13	Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32	Details
indictranstoolkit-1.1.1-cp313-cp313-macosx_11_0_arm64.whl 184.9 kB Jul 23, 2025	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
indictranstoolkit-1.1.1-cp312-cp312-musllinux_1_2_x86_64.whl 540.9 kB Jul 23, 2025	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-64	Details
indictranstoolkit-1.1.1-cp312-cp312-musllinux_1_2_i686.whl 517.6 kB Jul 23, 2025	CPython 3.12	CPython 3.12	Linux musl 1.2+ x86-32	Details
indictranstoolkit-1.1.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 546.3 kB Jul 23, 2025	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-64	Details
indictranstoolkit-1.1.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 521.1 kB Jul 23, 2025	CPython 3.12	CPython 3.12	Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32	Details
indictranstoolkit-1.1.1-cp312-cp312-macosx_11_0_arm64.whl 185.6 kB Jul 23, 2025	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
indictranstoolkit-1.1.1-cp311-cp311-musllinux_1_2_x86_64.whl 551.8 kB Jul 23, 2025	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-64	Details
indictranstoolkit-1.1.1-cp311-cp311-musllinux_1_2_i686.whl 535.5 kB Jul 23, 2025	CPython 3.11	CPython 3.11	Linux musl 1.2+ x86-32	Details
indictranstoolkit-1.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 546.1 kB Jul 23, 2025	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-64	Details
indictranstoolkit-1.1.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 531.6 kB Jul 23, 2025	CPython 3.11	CPython 3.11	Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32	Details
indictranstoolkit-1.1.1-cp311-cp311-macosx_11_0_arm64.whl 186.1 kB Jul 23, 2025	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
indictranstoolkit-1.1.1-cp310-cp310-musllinux_1_2_x86_64.whl 513.9 kB Jul 23, 2025	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-64	Details
indictranstoolkit-1.1.1-cp310-cp310-musllinux_1_2_i686.whl 498.2 kB Jul 23, 2025	CPython 3.10	CPython 3.10	Linux musl 1.2+ x86-32	Details
indictranstoolkit-1.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl 506.0 kB Jul 23, 2025	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-64	Details
indictranstoolkit-1.1.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl 489.3 kB Jul 23, 2025	CPython 3.10	CPython 3.10	Linux glibc 2.17+ x86-32, Linux glibc 2.5+ x86-32	Details
indictranstoolkit-1.1.1-cp310-cp310-macosx_11_0_arm64.whl 185.9 kB Jul 23, 2025	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details

Total release size: 9.8 MB

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Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

Workflow

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Artifact

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Provenance

Identity

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Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Provenance

Identity

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Identity

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Release files / indictranstoolkit-1.1.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

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Provenance

Identity

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Publishing repository: github.com/VarunGumma/IndicTransToolkit
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Release files / indictranstoolkit-1.1.1-cp312-cp312-macosx_11_0_arm64.whl

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Provenance

Identity

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Publishing repository: github.com/VarunGumma/IndicTransToolkit
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Release files / indictranstoolkit-1.1.1-cp311-cp311-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/VarunGumma/IndicTransToolkit
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Artifact

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Release files / indictranstoolkit-1.1.1-cp311-cp311-musllinux_1_2_i686.whl

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Provenance

Identity

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Artifact

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Release files / indictranstoolkit-1.1.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Provenance

Identity

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Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Release files / indictranstoolkit-1.1.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Artifact

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Release files / indictranstoolkit-1.1.1-cp311-cp311-macosx_11_0_arm64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Artifact

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Release files / indictranstoolkit-1.1.1-cp310-cp310-musllinux_1_2_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Artifact

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Release files / indictranstoolkit-1.1.1-cp310-cp310-musllinux_1_2_i686.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Artifact

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Release files / indictranstoolkit-1.1.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.12.9`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Artifact

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SHA-256 checksum: 8fa72c084c0221b30cde7922755e4db35f162e618c1a3ae6ec23fee6f83be351 Verifying attestations

Release files / indictranstoolkit-1.1.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl

Download URL	indictranstoolkit-1.1.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl
Size	489.3 kB
Tags	CPython 3.10 Linux glibc 2.17+ x86-32 Linux glibc 2.5+ x86-32
SHA-256 checksum How to use checksums	`4d01ea398164450245cb32eebc68d535b53abf392f6cb3f17544c189814028a0`
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Upload date	Jul 23, 2025
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Uploaded via	`twine/6.1.0 CPython/3.12.9`

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Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Subject: indictranstoolkit-1.1.1-cp310-cp310-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl
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Release files / indictranstoolkit-1.1.1-cp310-cp310-macosx_11_0_arm64.whl

Download URL	indictranstoolkit-1.1.1-cp310-cp310-macosx_11_0_arm64.whl
Size	185.9 kB
Tags	CPython 3.10 macOS 11.0+ ARM64
SHA-256 checksum How to use checksums	`637c2bc648d6d0604016227466cc5088a95b8788a85f32bd518b434fd0881c8f`
BLAKE2b-256 checksum How to use checksums	`0f5856692c090f3ae4f886d23ff41fe3dbe07a5301db41c07a61718d8728dd08`
Upload date	Jul 23, 2025
Uploaded using Trusted Publishing? What is trusted publishing?	Yes
Uploaded via	`twine/6.1.0 CPython/3.12.9`

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Publishing platform: GitHub Actions
Publishing repository: github.com/VarunGumma/IndicTransToolkit
Publishing commit: github.com/VarunGumma/IndicTransToolkit/tree/9eb92368006df2a1833403791baaed992964ce51

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Publishing logs: github.com/VarunGumma/IndicTransToolkit/actions/runs/16479244490/attempts/1

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Subject: indictranstoolkit-1.1.1-cp310-cp310-macosx_11_0_arm64.whl
SHA-256 checksum: 637c2bc648d6d0604016227466cc5088a95b8788a85f32bd518b434fd0881c8f Verifying attestations

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This release

1.1.1 This release

Jul 23, 2025 24 release files

indictranstoolkit 1.1.1

IndicTransToolkit

About

Pre-requisites

Configuration

Examples

PreTainedTokenizer

Evaluation

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1 maintainer

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Release files for indictranstoolkit 1.1.1

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