texttechnologylab · mevbagci · May 26, 2026 · May 26, 2026 · May 26, 2026 · May 26, 2026
diff --git a/duui-Climate/.dockerignore b/duui-Climate/.dockerignore
@@ -0,0 +1,3 @@
+.idea/
+target/
+venv/
diff --git a/duui-Climate/.gitignore b/duui-Climate/.gitignore
@@ -0,0 +1,3 @@
+.idea/
+target/
+venv*/
diff --git a/duui-Climate/Readme.md b/duui-Climate/Readme.md
@@ -0,0 +1,90 @@
+[![Version](https://img.shields.io/static/v1?label=duui-climate&message=0.1.0&color=blue)](https://docker.texttechnologylab.org/v2/duui-transformers-topic/tags/list)
+[![Version](https://img.shields.io/static/v1?label=Python&message=3.12&color=green)]()
+[![Version](https://img.shields.io/static/v1?label=Transformers&message=5.9.0&color=yellow)]()
+[![Version](https://img.shields.io/static/v1?label=Torch&message=2.11.0&color=red)]()
+
+# Transformers Climate
+
+DUUI implementation for selected Hugging-Face-based transformer [Climate tools](https://huggingface.co/models?sort=trending&search=climatebert) models.
+## Included Models
+
+| Name                                                                          |                                                                                                 | Revision                       | Languages |
+|-------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------|--------------------------------|----------|
+| distilroberta-base-climate-sentiment                                                    | https://huggingface.co/climatebert/distilroberta-base-climate-sentiment | e9f9a94ee4263f5ad5cfc97b8539a497fc88aa7d | EN       |
+| distilroberta-base-climate-tcfd                                                    | https://huggingface.co/climatebert/distilroberta-base-climate-tcfd | 970630beedc21db81a84156448ad2e3ac860153d | EN       |
+| distilroberta-base-climate-commitment                                                    | https://huggingface.co/climatebert/distilroberta-base-climate-commitment | 17337c3292df16a8fe93b1505dfe4122d50a4c91 | EN       |
+| distilroberta-base-climate-sentiment                                                    | https://huggingface.co/climatebert/distilroberta-base-climate-sentiment | e9f9a94ee4263f5ad5cfc97b8539a497fc88aa7d | EN       |
+| distilroberta-base-climate-specificity                                                    | https://huggingface.co/climatebert/distilroberta-base-climate-specificity | 4ada96ed4bf5c3a7a711282e41f1ab9b29f0ddea | EN       |
+
+# How To Use
+
+For using duui-climate as a DUUI image it is necessary to use the [Docker Unified UIMA Interface (DUUI)](https://github.com/texttechnologylab/DockerUnifiedUIMAInterface).
+
+## Start Docker container
+
+```
+docker run --rm -p 9714:9714 docker.texttechnologylab.org/duui-climate-[modelname]:latest
+
+```
+
+Find all available image tags here: [https://docker.texttechnologylab.org/v2/duui-climate-[modelname]/tags/list](https://docker.texttechnologylab.org/v2/duui-transformers-topic-[modelname]/tags/list)
+
+## Run within DUUI
+
+```
+composer.add(
+    new DUUIDockerDriver.Component("docker.texttechnologylab.org/duui-climate-[modelname]:latest")
+        .withParameter("selection", "de.tudarmstadt.ukp.dkpro.core.api.segmentation.type.Sentence")
+);
+```
+
+### Parameters
+
+| Name | Description |
+| ---- | ----------- |
+| `selection`  | Use `text` to process the full document text or any selectable UIMA type class name |
+
+# Cite
+
+If you want to use the DUUI image please quote this as follows:
+
+Alexander Leonhardt, Giuseppe Abrami, Daniel Baumartz and Alexander Mehler. (2023). "Unlocking the Heterogeneous Landscape of Big Data NLP with DUUI." Findings of the Association for Computational Linguistics: EMNLP 2023, 385–399. [[LINK](https://aclanthology.org/2023.findings-emnlp.29)] [[PDF](https://aclanthology.org/2023.findings-emnlp.29.pdf)] 
+
+## BibTeX
+
+```
+@inproceedings{Leonhardt:et:al:2023,
+  title     = {Unlocking the Heterogeneous Landscape of Big Data {NLP} with {DUUI}},
+  author    = {Leonhardt, Alexander and Abrami, Giuseppe and Baumartz, Daniel and Mehler, Alexander},
+  editor    = {Bouamor, Houda and Pino, Juan and Bali, Kalika},
+  booktitle = {Findings of the Association for Computational Linguistics: EMNLP 2023},
+  year      = {2023},
+  address   = {Singapore},
+  publisher = {Association for Computational Linguistics},
+  url       = {https://aclanthology.org/2023.findings-emnlp.29},
+  pages     = {385--399},
+  pdf       = {https://aclanthology.org/2023.findings-emnlp.29.pdf},
+  abstract  = {Automatic analysis of large corpora is a complex task, especially
+               in terms of time efficiency. This complexity is increased by the
+               fact that flexible, extensible text analysis requires the continuous
+               integration of ever new tools. Since there are no adequate frameworks
+               for these purposes in the field of NLP, and especially in the
+               context of UIMA, that are not outdated or unusable for security
+               reasons, we present a new approach to address the latter task:
+               Docker Unified UIMA Interface (DUUI), a scalable, flexible, lightweight,
+               and feature-rich framework for automatic distributed analysis
+               of text corpora that leverages Big Data experience and virtualization
+               with Docker. We evaluate DUUI{'}s communication approach against
+               a state-of-the-art approach and demonstrate its outstanding behavior
+               in terms of time efficiency, enabling the analysis of big text
+               data.}
+}
+
+@misc{Bagci:2024,
+  author         = {Bagci, Mevlüt},
+  title          = {Hugging-Face-based climate models as {DUUI} component},
+  year           = {2026},
+  howpublished   = {https://github.com/texttechnologylab/duui-uima/tree/main/duui-Climate}
+}
+
+```
diff --git a/duui-Climate/docker_build.sh b/duui-Climate/docker_build.sh
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+#!/usr/bin/env bash
+set -euo pipefail
+
+export ANNOTATOR_CUDA=
+#export ANNOTATOR_CUDA="-cuda"
+
+export ANNOTATOR_NAME=duui-climate
+export ANNOTATOR_VERSION=0.1.0
+export LOG_LEVEL=DEBUG
+export MODEL_CACHE_SIZE=3
+export DOCKER_REGISTRY="docker.texttechnologylab.org/"
+
+###---------------------------------------------------------------------
+#export MODEL_NAME="climatebert/distilroberta-base-climate-detector"
+#export MODEL_SPECNAME="distilroberta-base-climate-detector"
+#export MODEL_VERSION="2c3bc660d45a59e31b35f5d3e365ee4f59fdf76c"
+#export MODEL_SOURCE="https://huggingface.co/climatebert/distilroberta-base-climate-detector"
+#export MODEL_LANG="EN"
+###--------------------------------------------------------------------
+
+###---------------------------------------------------------------------
+#export MODEL_NAME="climatebert/distilroberta-base-climate-tcfd"
+#export MODEL_SPECNAME="distilroberta-base-climate-tcfd"
+#export MODEL_VERSION="970630beedc21db81a84156448ad2e3ac860153d"
+#export MODEL_SOURCE="https://huggingface.co/climatebert/distilroberta-base-climate-tcfd"
+#export MODEL_LANG="EN"
+###--------------------------------------------------------------------
+
+###---------------------------------------------------------------------
+#export MODEL_NAME="climatebert/distilroberta-base-climate-commitment"
+#export MODEL_SPECNAME="distilroberta-base-climate-commitment"
+#export MODEL_VERSION="17337c3292df16a8fe93b1505dfe4122d50a4c91"
+#export MODEL_SOURCE="https://huggingface.co/climatebert/distilroberta-base-climate-commitment"
+#export MODEL_LANG="EN"
+###--------------------------------------------------------------------
+
+###---------------------------------------------------------------------
+#export MODEL_NAME="climatebert/distilroberta-base-climate-sentiment"
+#export MODEL_SPECNAME="distilroberta-base-climate-sentiment"
+#export MODEL_VERSION="e9f9a94ee4263f5ad5cfc97b8539a497fc88aa7d"
+#export MODEL_SOURCE="https://huggingface.co/climatebert/distilroberta-base-climate-sentiment"
+#export MODEL_LANG="EN"
+###--------------------------------------------------------------------
+
+##---------------------------------------------------------------------
+export MODEL_NAME="climatebert/distilroberta-base-climate-specificity"
+export MODEL_SPECNAME="distilroberta-base-climate-specificity"
+export MODEL_VERSION="4ada96ed4bf5c3a7a711282e41f1ab9b29f0ddea"
+export MODEL_SOURCE="https://huggingface.co/climatebert/distilroberta-base-climate-specificity"
+export MODEL_LANG="EN"
+##--------------------------------------------------------------------
+
+
+
+docker build \
+  --build-arg ANNOTATOR_NAME \
+  --build-arg ANNOTATOR_VERSION \
+  --build-arg LOG_LEVEL \
+  --build-arg MODEL_CACHE_SIZE \
+  --build-arg MODEL_NAME \
+  --build-arg MODEL_VERSION \
+  --build-arg MODEL_SOURCE \
+  --build-arg MODEL_LANG \
+  -t ${DOCKER_REGISTRY}${ANNOTATOR_NAME}"-"${MODEL_SPECNAME}:${ANNOTATOR_VERSION}${ANNOTATOR_CUDA} \
+  -f src/main/docker/Dockerfile${ANNOTATOR_CUDA} \
+  .
+
+docker tag \
+  ${DOCKER_REGISTRY}${ANNOTATOR_NAME}"-"${MODEL_SPECNAME}:${ANNOTATOR_VERSION}${ANNOTATOR_CUDA} \
+  ${DOCKER_REGISTRY}${ANNOTATOR_NAME}"-"${MODEL_SPECNAME}:latest${ANNOTATOR_CUDA}
diff --git a/duui-Climate/pom.xml b/duui-Climate/pom.xml
@@ -0,0 +1,157 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <modelVersion>4.0.0</modelVersion>
+
+    <groupId>org.texttechnologylab.duui</groupId>
+    <artifactId>duui-climate</artifactId>
+    <version>0.1.0</version>
+
+    <licenses>
+        <license>
+            <name>AGPL-3.0-or-later</name>
+            <url>https://www.gnu.org/licenses/agpl.txt</url>
+            <distribution>repo</distribution>
+            <comments>GNU Affero General Public License v3.0 or later</comments>
+        </license>
+    </licenses>
+
+    <organization>
+        <name>Texttechnology Lab</name>
+        <url>https://www.texttechnologylab.org</url>
+    </organization>
+    <developers>
+        <developer>
+            <id>mehler</id>
+            <name>Prof. Dr. Alexander Mehler</name>
+            <email>mehler@em.uni-frankfurt.de</email>
+            <url>https://www.texttechnologylab.org/team/alexander-abrami/</url>
+            <organization>Goethe University Frankfurt / Texttechnology Lab</organization>
+            <organizationUrl>https://www.texttechnologylab.org</organizationUrl>
+            <roles>
+                <role>head of department</role>
+            </roles>
+        </developer>
+        <developer>
+            <id>bagci</id>
+            <name>Mevlüt Bagci</name>
+            <email>bagci@em.uni-frankfurt.de</email>
+            <url>https://www.texttechnologylab.org/team/mevl%c3%bct-bagci/</url>
+            <organization>Goethe University Frankfurt / Texttechnology Lab</organization>
+            <organizationUrl>https://www.texttechnologylab.org</organizationUrl>
+            <roles>
+                <role>lead developer</role>
+            </roles>
+            <timezone>Europe/Berlin</timezone>
+        </developer>
+    </developers>
+
+    <build>
+        <plugins>
+            <plugin>
+                <groupId>org.apache.maven.plugins</groupId>
+                <artifactId>maven-surefire-plugin</artifactId>
+                <version>2.22.0</version>
+                <configuration>
+                    <argLine>
+                        --illegal-access=permit
+                        --add-opens java.base/java.util=ALL-UNNAMED
+                        <!--                        add-opens for use in JUnit-Tests...-->
+                    </argLine>
+                </configuration>
+            </plugin>
+        </plugins>
+    </build>
+
+
+    <properties>
+        <maven.compiler.source>17</maven.compiler.source>
+        <maven.compiler.target>17</maven.compiler.target>
+        <dkpro.core.version>2.4.0</dkpro.core.version>
+        <!--        <ttlab.duui.version>f68ca579ab553074f76d061623dc9b00cf508276</ttlab.duui.version>-->
+        <!--        <ttlab.typesystem.version>033beaa593a99c005400f4021ea8d6fa8957e6c3</ttlab.typesystem.version>-->
+    </properties>
+
+    <repositories>
+        <repository>
+            <id>jitpack.io</id>
+            <url>https://jitpack.io</url>
+        </repository>
+    </repositories>
+
+    <dependencyManagement>
+        <dependencies>
+            <dependency>
+                <groupId>org.dkpro.core</groupId>
+                <artifactId>dkpro-core-asl</artifactId>
+                <version>${dkpro.core.version}</version>
+                <type>pom</type>
+                <scope>import</scope>
+            </dependency>
+        </dependencies>
+    </dependencyManagement>
+
+    <dependencies>
+        <!--<dependency>
+            <groupId>com.github.texttechnologylab</groupId>
+            <artifactId>DockerUnifiedUIMAInterface</artifactId>
+            <version>${ttlab.duui.version}</version>
+        </dependency>-->
+        <dependency>
+            <groupId>com.github.mevbagci</groupId>
+            <artifactId>DockerUnifiedUIMAInterface</artifactId>
+<!--            <version>7cef2433b5</version>-->
+<!--            <version>30573d4a01</version>-->
+            <version>ad501be374</version>
+        </dependency>
+        <!--        <dependency>-->
+        <!--            <groupId>com.github.texttechnologylab.textimager-uima</groupId>-->
+        <!--            <artifactId>textimager-uima-util</artifactId>-->
+        <!--            <version>${ttlab.textimager.typesystem.version}</version>-->
+        <!--        </dependency>-->
+
+        <dependency>
+            <groupId>com.github.mevbagci</groupId>
+            <artifactId>UIMATypeSystem</artifactId>
+            <version>3.0.23.1</version>
+        </dependency>
+
+        <!--        <dependency>-->
+        <!--            <groupId>org.texttechnologylab.annotation</groupId>-->
+        <!--            <artifactId>typesystem</artifactId>-->
+        <!--            <version>3.0.1</version>-->
+        <!--        </dependency>-->
+
+        <!--        <dependency>-->
+        <!--            <groupId>org.texttechnologylab</groupId>-->
+        <!--            <artifactId>DockerUnifiedUIMAInterface</artifactId>-->
+        <!--            <version>1.3</version>-->
+        <!--        </dependency>-->
+
+        <dependency>
+            <groupId>org.junit.jupiter</groupId>
+            <artifactId>junit-jupiter</artifactId>
+            <version>5.9.0</version>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>org.dkpro.core</groupId>
+            <artifactId>dkpro-core-api-segmentation-asl</artifactId>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>org.dkpro.core</groupId>
+            <artifactId>dkpro-core-io-xmi-asl</artifactId>
+            <scope>test</scope>
+        </dependency>
+
+        <dependency>
+            <groupId>org.dkpro.core</groupId>
+            <artifactId>dkpro-core-api-resources-asl</artifactId>
+            <scope>test</scope>
+        </dependency>
+    </dependencies>
+</project>
diff --git a/duui-Climate/requirements.txt b/duui-Climate/requirements.txt
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+torch==2.11.0
+torchaudio==2.11.0
+torchvision==0.26.0
+scipy==1.17.1
+transformers==5.9.0
+sentencepiece==0.2.1
+protobuf==4.25.3
+numpy==2.4.6
+scikit-learn==1.8.0
+fastapi==0.110.0
+dkpro-cassis==0.9.1
+uvicorn[standard]==0.27.1
+pydantic-settings==2.0.2
+torchmetrics==1.2.0
-Original file line number
+Diff line change
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+    .idea/
+    target/
+    venv/