References:
Use the following command to load this dataset in TFDS:
ds = tfds.load('huggingface:code_x_glue_tc_nl_code_search_adv')
- Description:
CodeXGLUE NL-code-search-Adv dataset, available at https://github.com/microsoft/CodeXGLUE/tree/main/Text-Code/NL-code-search-Adv
The dataset we use comes from CodeSearchNet and we filter the dataset as the following:
- Remove examples that codes cannot be parsed into an abstract syntax tree.
- Remove examples that #tokens of documents is < 3 or >256
- Remove examples that documents contain special tokens (e.g. <img ...> or https:...)
- Remove examples that documents are not English.
- License: No known license
- Version: 0.0.0
- Splits:
| Split | Examples |
|---|---|
'test' |
19210 |
'train' |
251820 |
'validation' |
9604 |
- Features:
{
"id": {
"dtype": "int32",
"id": null,
"_type": "Value"
},
"repo": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"path": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"func_name": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"original_string": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"language": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"code": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"code_tokens": {
"feature": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"docstring": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"docstring_tokens": {
"feature": {
"dtype": "string",
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"_type": "Value"
},
"length": -1,
"id": null,
"_type": "Sequence"
},
"sha": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"url": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"docstring_summary": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"parameters": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"return_statement": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"argument_list": {
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"_type": "Value"
},
"identifier": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"nwo": {
"dtype": "string",
"id": null,
"_type": "Value"
},
"score": {
"dtype": "float32",
"id": null,
"_type": "Value"
}
}