initial

.gitattributes

@@ -1,3 +1,4 @@
+*.json filter=lfs diff=lfs merge=lfs -text
 *.7z filter=lfs diff=lfs merge=lfs -text
 *.arrow filter=lfs diff=lfs merge=lfs -text
 *.bin filter=lfs diff=lfs merge=lfs -text

Dockerfile

@@ -0,0 +1,22 @@
+# read the doc: https://huggingface.co/docs/hub/spaces-sdks-docker
+# you will also find guides on how best to write your Dockerfile
+
+FROM python:3.9
+
+RUN useradd -m -u 1000 user
+USER user
+# Set home to the user's home directory
+ENV HOME=/home/user \
+	PATH=/home/user/.local/bin:$PATH
+WORKDIR $HOME/app
+# Copy the current directory contents into the container at $HOME/app setting the owner to the user
+COPY --chown=user . $HOME/app
+ADD --chown=user ./.zeno_cache $HOME/app/.zeno_cache
+RUN chown user:user -R $HOME/app
+
+COPY ./requirements.txt /code/requirements.txt
+
+RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt
+
+
+CMD ["python", "main.py", "--input-dir", "gpt-MT", "--results-dir", "results"]

README.md

@@ -1,6 +1,6 @@
 ---
-title: Translation Report
-emoji: 🦀
+title: Zeno Translation Report
+emoji: 💠
 colorFrom: red
 colorTo: blue
 sdk: docker

config.py

@@ -0,0 +1,134 @@
+"""Config for analyzing GPT-MT."""
+
+from __future__ import annotations
+
+from dataclasses import dataclass
+
+from zeno_build.evaluation.text_features.capitalization import input_capital_char_ratio
+from zeno_build.evaluation.text_features.exact_match import avg_exact_match, exact_match
+from zeno_build.evaluation.text_features.frequency import output_max_word_freq
+from zeno_build.evaluation.text_features.length import (
+    doc_context_length,
+    input_length,
+    label_length,
+    output_length,
+)
+from zeno_build.evaluation.text_metrics.critique import (
+    avg_bert_score,
+    avg_chrf,
+    avg_comet,
+    avg_length_ratio,
+    bert_score,
+    chrf,
+    comet,
+    length_ratio,
+)
+from zeno_build.experiments import search_space
+
+lang_pairs: dict[str, list[str]] = {
+    # All language pairs used in any experiment
+    "all_lang_pairs": [
+        "csen",
+        "deen",
+        "defr",
+        "encs",
+        "ende",
+        "enha",
+        "enis",
+        "enja",
+        "enru",
+        "enuk",
+        "enzh",
+        "frde",
+        "haen",
+        "isen",
+        "jaen",
+        "ruen",
+        "uken",
+        "zhen",
+    ],
+    # Language pairs used in the experiments on a limited number of language pairs
+    "limited_lang_pairs": [
+        "deen",
+        "defr",
+        "ende",
+        "enru",
+        "enzh",
+        "frde",
+        "ruen",
+        "zhen",
+    ],
+}
+
+# The search space for the main experiments
+main_space = search_space.CombinatorialSearchSpace(
+    {
+        "lang_pairs": search_space.Constant("all_lang_pairs"),
+        "model_preset": search_space.Categorical(
+            [
+                "text-davinci-003-RR-1-shot",
+                "text-davinci-003-RR-5-shot",
+                "text-davinci-003-QR-1-shot",
+                "text-davinci-003-QR-5-shot",
+                "text-davinci-003-zeroshot",
+                "wmt-best",
+                "MS-Translator",
+            ]
+        ),
+    }
+)
+
+
+@dataclass(frozen=True)
+class GptMtConfig:
+    """Config for gpt-MT models."""
+
+    path: str
+    base_model: str
+    prompt_strategy: str | None = None
+    prompt_shots: int | None = None
+
+
+# The details of each model
+model_configs = {
+    "text-davinci-003-RR-1-shot": GptMtConfig(
+        "text-davinci-003/RR/1-shot", "text-davinci-003", "RR", 1
+    ),
+    "text-davinci-003-RR-5-shot": GptMtConfig(
+        "text-davinci-003/RR/5-shot", "text-davinci-003", "RR", 5
+    ),
+    "text-davinci-003-QR-1-shot": GptMtConfig(
+        "text-davinci-003/QR/1-shot", "text-davinci-003", "QR", 1
+    ),
+    "text-davinci-003-QR-5-shot": GptMtConfig(
+        "text-davinci-003/QR/5-shot", "text-davinci-003", "QR", 5
+    ),
+    "text-davinci-003-zeroshot": GptMtConfig(
+        "text-davinci-003/zeroshot", "text-davinci-003", None, 0
+    ),
+    "wmt-best": GptMtConfig("wmt-best", "wmt-best"),
+    "MS-Translator": GptMtConfig("MS-Translator", "MS-Translator"),
+}
+
+sweep_distill_functions = [chrf]
+sweep_metric_function = avg_chrf
+
+# The functions used for Zeno visualization
+zeno_distill_and_metric_functions = [
+    output_length,
+    input_length,
+    label_length,
+    doc_context_length,
+    input_capital_char_ratio,
+    output_max_word_freq,
+    chrf,
+    comet,
+    length_ratio,
+    bert_score,
+    exact_match,
+    avg_chrf,
+    avg_comet,
+    avg_length_ratio,
+    avg_bert_score,
+    avg_exact_match,
+]

gpt-MT/CODE_OF_CONDUCT.md

@@ -0,0 +1,9 @@
+# Microsoft Open Source Code of Conduct
+
+This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/).
+
+Resources:
+
+- [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/)
+- [Microsoft Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/)
+- Contact [[email protected]](mailto:[email protected]) with questions or concerns

gpt-MT/LICENSE

@@ -0,0 +1,21 @@
+    MIT License
+
+    Copyright (c) Microsoft Corporation.
+
+    Permission is hereby granted, free of charge, to any person obtaining a copy
+    of this software and associated documentation files (the "Software"), to deal
+    in the Software without restriction, including without limitation the rights
+    to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+    copies of the Software, and to permit persons to whom the Software is
+    furnished to do so, subject to the following conditions:
+
+    The above copyright notice and this permission notice shall be included in all
+    copies or substantial portions of the Software.
+
+    THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+    IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+    FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+    AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+    LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+    OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+    SOFTWARE

gpt-MT/README.md

@@ -0,0 +1,170 @@
+<p align="center">
+  <img width="600" height="150" src="assets/MT-GPT.png">
+</p>
+<hr />
+
+## How Good Are GPT Models at Machine Translation? 
+## A Comprehensive Evaluation
+
+Paper: https://arxiv.org/abs/2302.09210
+
+## Introduction
+In this work, we present a comprehensive evaluation of GPT models for machine translation, covering various aspects such as quality of different GPT models in comparison with state-of-the-art research and commercial systems, effect of prompting strategies, robustness towards domain shifts and document-level translation, all accompanied with an extensive analysis of the differential aspects of translations produced by GPT. We experiment with 18 different translation directions involving high and low resource languages, as well as non English-centric translations, and evaluate the performance of three GPT models: ChatGPT, GPT3.5 (text-davinci-003), and text-davinci-002. We also show that hybrid approaches, which combine GPT models with other translation systems, can further enhance the translation quality.
+
+## Quick Installation
+```bash
+$ git clone https://github.com/microsoft/gpt-MT.git
+$ cd tools
+$ conda create -n gpt-mt-eval python=3.10
+$ conda activate gpt-mt-eval
+$ pip install --upgrade pip
+$ pip install -r requirements.txt
+$ git clone https://github.com/Unbabel/COMET.git
+$ cd COMET
+$ git checkout fc2f2b3 
+$ poetry install
+```
+
+## Data Shots and System Outputs
+We have released all selected shots in our experiments including the sentence-level shots (RR, QR and QS) and the document-level shots (DR and DF). These shots have been organized under [data-shots](./data-shots/).
+
+Moreover, To make reproducing all results an easy task, all system outputs have been released under [system-output](./evaluation/system-outputs/) in addition the WMT official test sets along with document-separated and domain-separated files.
+
+## Prompt Template Examples
+- zero-shot
+>Translate this into 1. [target language]:
+>
+>[input]
+>
+>1.
+
+- 1-shot
+>Translate this into 1. [target language]:
+> 
+>[shot 1 source input]
+> 
+>1. [shot 1 reference]
+> 
+>Translate this into 1. [target language]:
+>
+>[input]
+>
+>1.
+
+- 5-shot
+>Translate this into 1. [target language]:
+> 
+>[shot 1 source input]
+> 
+>1. [shot 1 reference]
+> 
+>Translate this into 1. [target language]:
+> 
+>[shot 2 source input]
+> 
+>1. [shot 2 reference]
+> 
+>....
+> 
+>Translate this into 1. [target language]:
+> 
+>[shot 5 source input]
+> 
+>1. [shot 5 reference]
+> 
+>Translate this into 1. [target language]:
+>
+>[input]
+>
+>1.
+
+
+## Reproducing Results
+To reproduce the reported results in the paper, you need to run the evaluation script [evaluate.py](./tools/evaluate.py).
+### CLI Usage:
+```bash
+$ python evaluate.py -h
+usage: evaluate.py [-h] --testset TESTSET [--docids DOCIDS] --hypotheses HYPOTHESES [HYPOTHESES ...] --directions DIRECTIONS [DIRECTIONS ...]
+                   [--comet-models COMET_MODELS [COMET_MODELS ...]] [--gpus GPUS] --metrics METRICS [METRICS ...] [--save-name SAVE_NAME]
+                   [--sliding-window SLIDING_WINDOW] [--context-length CONTEXT_LENGTH]
+
+options:
+  -h, --help            show this help message and exit
+  --testset TESTSET     A path to the test set directory containing references and sources for each language pair. Must contain
+                        {src_lang}{tgt_lang}/test.{src_lang}-{tgt_lang}.{tgt_lang} and {src_lang}{tgt_lang}/test.{src_lang}-{tgt_lang}.{src_lang}
+  --docids DOCIDS       A path to the directory containing doc-ids corresponding to testset for each language pair. Must contain
+                        {src_lang}{tgt_lang}/test.{src_lang}-{tgt_lang}.docids
+  --hypotheses HYPOTHESES [HYPOTHESES ...]
+                        A path to the model output files. must contain {src_lang}{tgt_lang}/test.{src_lang}-{tgt_lang}.{tgt_lang}
+  --directions DIRECTIONS [DIRECTIONS ...]
+                        Language directions to evaluate on e.g. "en-de de-en"
+  --comet-models COMET_MODELS [COMET_MODELS ...]
+                        A list of COMET models to use for evaluation
+  --gpus GPUS           Number of GPUs to use with COMET
+  --metrics METRICS [METRICS ...]
+                        A list of metrics to use for evaluation, options ["bleu", "comet", "doc-comet", "chrf", "doc-bleu", "doc-chrf"]
+  --save-name SAVE_NAME
+                        name of the output files/folders
+  --sliding-window SLIDING_WINDOW
+                        The stride step over document
+  --context-length CONTEXT_LENGTH
+                        The number of sentences in a single context
+```
+For example:
+- To reproduce `GPT 5-Shot QR` results in `Table3`:
+```bash
+$ cd ./tools
+$ python evaluate.py \
+    --testset ../evaluation/testset/wmt-testset \
+    --directions de-en en-de cs-en en-cs ja-en en-ja zh-en en-zh ru-en en-ru uk-en en-uk is-en en-is ha-en en-ha fr-de de-fr \
+    --metrics comet chrf bleu \
+    --comet-models wmt22-comet-da wmt22-cometkiwi-da \
+    --hypotheses ../evaluation/system-outputs/text-davinci-003/QR/5-shot
+``` 
+- To reproduce `GPT Doc ZS w=16` results in `Table5`: 
+```bash
+$ cd ./tools
+$ python evaluate.py \
+    --testset ../evaluation/testset/wmt-testset \
+    --docids ../evaluation/testset/wmt-testset-docids \
+    --directions de-en en-de \
+    --metrics comet doc-comet chrf bleu doc-bleu \
+    --comet-models wmt22-comet-da wmt22-cometkiwi-da \
+    --hypotheses ../evaluation/system-outputs/text-davinci-003-doc-level/Doc-W16/zeroshot
+``` 
+
+## Contributing
+
+This project welcomes contributions and suggestions.  Most contributions require you to agree to a
+Contributor License Agreement (CLA) declaring that you have the right to, and actually do, grant us
+the rights to use your contribution. For details, visit https://cla.opensource.microsoft.com.
+
+When you submit a pull request, a CLA bot will automatically determine whether you need to provide
+a CLA and decorate the PR appropriately (e.g., status check, comment). Simply follow the instructions
+provided by the bot. You will only need to do this once across all repos using our CLA.
+
+This project has adopted the [Microsoft Open Source Code of Conduct](https://opensource.microsoft.com/codeofconduct/).
+For more information see the [Code of Conduct FAQ](https://opensource.microsoft.com/codeofconduct/faq/) or
+contact [[email protected]](mailto:[email protected]) with any additional questions or comments.
+
+## Trademarks
+
+This project may contain trademarks or logos for projects, products, or services. Authorized use of Microsoft 
+trademarks or logos is subject to and must follow 
+[Microsoft's Trademark & Brand Guidelines](https://www.microsoft.com/en-us/legal/intellectualproperty/trademarks/usage/general).
+Use of Microsoft trademarks or logos in modified versions of this project must not cause confusion or imply Microsoft sponsorship.
+Any use of third-party trademarks or logos are subject to those third-party's policies.
+
+## Citation
+
+If this work is helpful for your research, please consider citing the following BibTeX entry.
+
+```
+@article{gpt-mt-2023,
+      title={How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation}, 
+      author={Amr Hendy and Mohamed Abdelrehim and Amr Sharaf and Vikas Raunak and Mohamed Gabr and Hitokazu Matsushita and Young Jin Kim and Mohamed Afify and Hany Hassan Awadalla},
+      journal={arXiv preprint arXiv:2302.09210},
+      year={2023}
+}
+```    
+

gpt-MT/SECURITY.md

@@ -0,0 +1,41 @@
+<!-- BEGIN MICROSOFT SECURITY.MD V0.0.8 BLOCK -->
+
+## Security
+
+Microsoft takes the security of our software products and services seriously, which includes all source code repositories managed through our GitHub organizations, which include [Microsoft](https://github.com/microsoft), [Azure](https://github.com/Azure), [DotNet](https://github.com/dotnet), [AspNet](https://github.com/aspnet), [Xamarin](https://github.com/xamarin), and [our GitHub organizations](https://opensource.microsoft.com/).
+
+If you believe you have found a security vulnerability in any Microsoft-owned repository that meets [Microsoft's definition of a security vulnerability](https://aka.ms/opensource/security/definition), please report it to us as described below.
+
+## Reporting Security Issues
+
+**Please do not report security vulnerabilities through public GitHub issues.**
+
+Instead, please report them to the Microsoft Security Response Center (MSRC) at [https://msrc.microsoft.com/create-report](https://aka.ms/opensource/security/create-report).
+
+If you prefer to submit without logging in, send email to [[email protected]](mailto:[email protected]).  If possible, encrypt your message with our PGP key; please download it from the [Microsoft Security Response Center PGP Key page](https://aka.ms/opensource/security/pgpkey).
+
+You should receive a response within 24 hours. If for some reason you do not, please follow up via email to ensure we received your original message. Additional information can be found at [microsoft.com/msrc](https://aka.ms/opensource/security/msrc). 
+
+Please include the requested information listed below (as much as you can provide) to help us better understand the nature and scope of the possible issue:
+
+  * Type of issue (e.g. buffer overflow, SQL injection, cross-site scripting, etc.)
+  * Full paths of source file(s) related to the manifestation of the issue
+  * The location of the affected source code (tag/branch/commit or direct URL)
+  * Any special configuration required to reproduce the issue
+  * Step-by-step instructions to reproduce the issue
+  * Proof-of-concept or exploit code (if possible)
+  * Impact of the issue, including how an attacker might exploit the issue
+
+This information will help us triage your report more quickly.
+
+If you are reporting for a bug bounty, more complete reports can contribute to a higher bounty award. Please visit our [Microsoft Bug Bounty Program](https://aka.ms/opensource/security/bounty) page for more details about our active programs.
+
+## Preferred Languages
+
+We prefer all communications to be in English.
+
+## Policy
+
+Microsoft follows the principle of [Coordinated Vulnerability Disclosure](https://aka.ms/opensource/security/cvd).
+
+<!-- END MICROSOFT SECURITY.MD BLOCK -->

gpt-MT/SUPPORT.md

@@ -0,0 +1,25 @@
+# TODO: The maintainer of this repo has not yet edited this file
+
+**REPO OWNER**: Do you want Customer Service & Support (CSS) support for this product/project?
+
+- **No CSS support:** Fill out this template with information about how to file issues and get help.
+- **Yes CSS support:** Fill out an intake form at [aka.ms/onboardsupport](https://aka.ms/onboardsupport). CSS will work with/help you to determine next steps.
+- **Not sure?** Fill out an intake as though the answer were "Yes". CSS will help you decide.
+
+*Then remove this first heading from this SUPPORT.MD file before publishing your repo.*
+
+# Support
+
+## How to file issues and get help  
+
+This project uses GitHub Issues to track bugs and feature requests. Please search the existing 
+issues before filing new issues to avoid duplicates.  For new issues, file your bug or 
+feature request as a new Issue.
+
+For help and questions about using this project, please **REPO MAINTAINER: INSERT INSTRUCTIONS HERE 
+FOR HOW TO ENGAGE REPO OWNERS OR COMMUNITY FOR HELP. COULD BE A STACK OVERFLOW TAG OR OTHER
+CHANNEL. WHERE WILL YOU HELP PEOPLE?**.
+
+## Microsoft Support Policy  
+
+Support for this **PROJECT or PRODUCT** is limited to the resources listed above.

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