### Example Task and Relation Length Specification

Source: https://github.com/facebookresearch/clutrr/blob/main/README.md

This example shows how to specify training and testing tasks with their respective relation lengths.

```bash
python main.py --train_tasks 1.3 --test_tasks 1.3,1.4
```

--------------------------------

### Basic Task Execution Command

Source: https://github.com/facebookresearch/clutrr/blob/main/README.md

This command demonstrates how to run a specific CLUTRR task. Replace placeholders with desired task IDs and relation lengths.

```bash
python main.py --train_task <> --test_tasks <> <args>
```

--------------------------------

### CLUTRR CLI Usage

Source: https://github.com/facebookresearch/clutrr/blob/main/README.md

This snippet displays the available command-line arguments for the main.py script. Use these options to configure dataset generation and testing.

```bash
usage: main.py [-h] [--max_levels MAX_LEVELS] [--min_child MIN_CHILD]
               [--max_child MAX_CHILD] [--p_marry P_MARRY] [--boundary]
               [--output OUTPUT] [--rules_store RULES_STORE]
               [--relations_store RELATIONS_STORE]
               [--attribute_store ATTRIBUTE_STORE] [--train_tasks TRAIN_TASKS]
               [--test_tasks TEST_TASKS] [--train_rows TRAIN_ROWS]
               [--test_rows TEST_ROWS] [--memory MEMORY]
               [--data_type DATA_TYPE] [--question QUESTION] [-v]
               [-t TEST_SPLIT] [--equal] [--analyze] [--mturk] [--holdout]
               [--data_name DATA_NAME] [--use_mturk_template]
               [--template_length TEMPLATE_LENGTH]
               [--template_file TEMPLATE_FILE] [--template_split]
               [--combination_length COMBINATION_LENGTH]
               [--output_dir OUTPUT_DIR] [--store_full_puzzles]
               [--unique_test_pattern]

optional arguments:
  -h, --help            show this help message and exit
  --max_levels MAX_LEVELS
                        max number of levels
  --min_child MIN_CHILD
                        max number of children per node
  --max_child MAX_CHILD
                        max number of children per node
  --p_marry P_MARRY     Probability of marriage among nodes
  --boundary            Boundary in entities
  --output OUTPUT       Prefix of the output file
  --rules_store RULES_STORE
                        Rules store
  --relations_store RELATIONS_STORE
                        Relations store
  --attribute_store ATTRIBUTE_STORE
                        Attributes store
  --train_tasks TRAIN_TASKS
                        Define which task to create dataset for, including the
                        relationship length, comma separated
  --test_tasks TEST_TASKS
                        Define which tasks including the relation lengths to
                        test for, comma separaated
  --train_rows TRAIN_ROWS
                        number of train rows
  --test_rows TEST_ROWS
                        number of test rows
  --memory MEMORY       Percentage of tasks which are just memory retrieval
  --data_type DATA_TYPE
                        train/test
  --question QUESTION   Question type. 0 -> relational, 1 -> yes/no
  -v, --verbose         print the paths
  -t TEST_SPLIT, --test_split TEST_SPLIT
                        Testing split
  --equal               Make sure each pattern is equal. Warning: Time
                        complexity of generation increases if this flag is
                        set.
  --analyze             Analyze generated files
  --mturk               prepare data for mturk
  --holdout             if true, then hold out unique patterns in the test set
  --data_name DATA_NAME
                        Dataset name
  --use_mturk_template  use the templating data for mturk
  --template_length TEMPLATE_LENGTH
                        Max Length of the template to substitute
  --template_file TEMPLATE_FILE
                        location of placeholders
  --template_split      Split on template level
  --combination_length COMBINATION_LENGTH
                        number of relations to combine together
  --output_dir OUTPUT_DIR
                        output_dir
  --store_full_puzzles  store the full puzzle data in puzzles.pkl file.
                        Warning: may take considerable amount of disk space!
  --unique_test_pattern
                        If true, have unique patterns generated in the first
                        gen, and then choose from it.
```

--------------------------------

### Run CLUTRR Data Generation

Source: https://github.com/facebookresearch/clutrr/blob/main/README.md

This command generates training and testing data for CLUTRR. It specifies task configurations, dataset sizes, and includes flags for using AMT templates and ensuring unique test patterns.

```bash
python main.py --train_tasks 1.2 --test_tasks 1.2 --train_rows 500 --test_rows 10 --equal --holdout --use_mturk_template --data_name "Robust Reasoning - clean - AMT" --unique_test_pattern
```

--------------------------------

### CLUTRR Citation BibTeX

Source: https://github.com/facebookresearch/clutrr/blob/main/README.md

This is the BibTeX entry for citing the CLUTRR paper. Use this in your research publications if CLUTRR is helpful.

```bibtex
@article{sinha2019clutrr,
  Author = {Koustuv Sinha and Shagun Sodhani and Jin Dong and Joelle Pineau and William L. Hamilton},
  Title = {CLUTRR: A Diagnostic Benchmark for Inductive Reasoning from Text},
  Year = {2019},
  journal = {Empirical Methods of Natural Language Processing (EMNLP)},
  arxiv = {1908.06177}
}
```

=== COMPLETE CONTENT === This response contains all available snippets from this library. No additional content exists. Do not make further requests.