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Duplicate from ajibawa-2023/Java-Code-Large
Browse filesCo-authored-by: Feynman Innovations <ajibawa-2023@users.noreply.huggingface.co>
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- .gitattributes +131 -0
- README.md +118 -0
- java_only_0000.jsonl +3 -0
- java_only_0001.jsonl +3 -0
- java_only_0002.jsonl +3 -0
- java_only_0003.jsonl +3 -0
- java_only_0004.jsonl +3 -0
- java_only_0005.jsonl +3 -0
- java_only_0006.jsonl +3 -0
- java_only_0007.jsonl +3 -0
- java_only_0008.jsonl +3 -0
- java_only_0009.jsonl +3 -0
- java_only_0010.jsonl +3 -0
- java_only_0011.jsonl +3 -0
- java_only_0012.jsonl +3 -0
- java_only_0013.jsonl +3 -0
- java_only_0014.jsonl +3 -0
- java_only_0015.jsonl +3 -0
- java_only_0016.jsonl +3 -0
- java_only_0017.jsonl +3 -0
- java_only_0018.jsonl +3 -0
- java_only_0019.jsonl +3 -0
- java_only_0020.jsonl +3 -0
- java_only_0021.jsonl +3 -0
- java_only_0022.jsonl +3 -0
- java_only_0023.jsonl +3 -0
- java_only_0024.jsonl +3 -0
- java_only_0025.jsonl +3 -0
- java_only_0026.jsonl +3 -0
- java_only_0027.jsonl +3 -0
- java_only_0028.jsonl +3 -0
- java_only_0029.jsonl +3 -0
- java_only_0030.jsonl +3 -0
- java_only_0031.jsonl +3 -0
- java_only_0032.jsonl +3 -0
- java_only_0033.jsonl +3 -0
- java_only_0034.jsonl +3 -0
- java_only_0035.jsonl +3 -0
- java_only_0036.jsonl +3 -0
- java_only_0037.jsonl +3 -0
- java_only_0038.jsonl +3 -0
- java_only_0039.jsonl +3 -0
- java_only_0040.jsonl +3 -0
- java_only_0041.jsonl +3 -0
- java_only_0042.jsonl +3 -0
- java_only_0043.jsonl +3 -0
- java_only_0044.jsonl +3 -0
- java_only_0045.jsonl +3 -0
- java_only_0046.jsonl +3 -0
- java_only_0047.jsonl +3 -0
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# Audio files - uncompressed
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README.md
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---
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license: mit
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task_categories:
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- text-generation
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language:
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- en
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tags:
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- code
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- java
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size_categories:
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- 10M<n<100M
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---
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**Java-Code-Large**
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Java-Code-Large is a large-scale corpus of publicly available Java source code comprising more than **15 million** java codes. The dataset is designed to support research in large language model (LLM) pretraining, code intelligence, software engineering automation, and program analysis.
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By providing a high-volume, language-specific corpus, Java-Code-Large enables systematic experimentation in Java-focused model training, domain adaptation, and downstream code understanding tasks.
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**1. Introduction**
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Large-scale code corpora have become fundamental resources for training and evaluating machine learning models for code-related tasks. While multilingual code datasets exist, there is increasing interest in language-specialized corpora to:
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- Improve domain-specific performance
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- Reduce cross-language noise
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- Enable controlled experimental settings
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- Support Java-specific tooling and research
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Java-Code-Large addresses this need by providing a dedicated Java-only dataset at substantial scale.
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**2. Dataset Composition**
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Programming Language: Java
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File Count: 15M+ Java files
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File Format: .jsonl
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| 44 |
+
Content Types:
|
| 45 |
+
|
| 46 |
+
- Classes
|
| 47 |
+
|
| 48 |
+
- Interfaces
|
| 49 |
+
|
| 50 |
+
- Enums
|
| 51 |
+
|
| 52 |
+
- Methods
|
| 53 |
+
|
| 54 |
+
- Annotations
|
| 55 |
+
|
| 56 |
+
- JavaDoc comments
|
| 57 |
+
|
| 58 |
+
- Exception handling structures
|
| 59 |
+
|
| 60 |
+
- Generics and concurrency constructs
|
| 61 |
+
|
| 62 |
+
The dataset consists of source code extracted from publicly accessible open-source repositories.
|
| 63 |
+
|
| 64 |
+
|
| 65 |
+
**3. Intended Research Applications**
|
| 66 |
+
|
| 67 |
+
|
| 68 |
+
3.1 Pretraining
|
| 69 |
+
|
| 70 |
+
- Training code foundation models from scratch
|
| 71 |
+
|
| 72 |
+
- Continued pretraining of existing LLMs
|
| 73 |
+
|
| 74 |
+
- Java-specialized language modeling
|
| 75 |
+
|
| 76 |
+
|
| 77 |
+
|
| 78 |
+
3.2 Fine-Tuning and Adaptation
|
| 79 |
+
|
| 80 |
+
- Code completion systems
|
| 81 |
+
|
| 82 |
+
- Automated refactoring tools
|
| 83 |
+
|
| 84 |
+
- IDE copilots
|
| 85 |
+
|
| 86 |
+
- Java-specific conversational assistants
|
| 87 |
+
|
| 88 |
+
|
| 89 |
+
|
| 90 |
+
3.3 Code Intelligence Tasks
|
| 91 |
+
|
| 92 |
+
- Code summarization
|
| 93 |
+
|
| 94 |
+
- Code-to-text generation
|
| 95 |
+
|
| 96 |
+
- Bug detection
|
| 97 |
+
|
| 98 |
+
- Vulnerability detection
|
| 99 |
+
|
| 100 |
+
- Clone detection
|
| 101 |
+
|
| 102 |
+
- Code similarity modeling
|
| 103 |
+
|
| 104 |
+
- Static and structural analysis
|
| 105 |
+
|
| 106 |
+
|
| 107 |
+
|
| 108 |
+
3.4 Software Engineering Research
|
| 109 |
+
|
| 110 |
+
- Empirical studies of Java programming patterns
|
| 111 |
+
|
| 112 |
+
- Tokenization and AST modeling experiments
|
| 113 |
+
|
| 114 |
+
|
| 115 |
+
|
| 116 |
+
|
| 117 |
+
Thanks to open source community for all the guidance & support!!
|
| 118 |
+
|
java_only_0000.jsonl
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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version https://git-lfs.github.com/spec/v1
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| 1 |
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oid sha256:cc1e52a76f591788d26a8c70c44cb86109c9352b8814e92b6a72b6527358a6d1
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| 3 |
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size 1050792192
|
java_only_0042.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:3dd45286e9b0447b70a41d9b6cadfff4fe673a5815c8c65ae6ce761a9cbd94ea
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| 3 |
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size 1132259388
|
java_only_0043.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:0c9bde51be389a4454309384069406449f4cf16ac3444bf34ba405c192fe1dad
|
| 3 |
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size 1398012455
|
java_only_0044.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:33f208aba5da27d8d03dd55e5b09bab1d8a7051ce8ea3e581d4ef23a596ae160
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| 3 |
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size 1301654036
|
java_only_0045.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:a99fba72231a4adc93ddb999766a2b98b028f4fea4104454e932be6af6d6ed7d
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| 3 |
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size 1155984567
|
java_only_0046.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:ef59af327568fbfc68b872594e6d8a10669d229534dc447e6a653802216abe47
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| 3 |
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size 831397767
|
java_only_0047.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
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| 2 |
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oid sha256:3c736c26e42995ece2cf2ef3b431de75a16a5691b292b4b5cba782c0c68123f7
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| 3 |
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size 1161938156
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