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Daaniyaan
8.0 KiB
8.0 KiB
Using the Command Line Interface
The instructor CLI provides functionalities for managing fine-tuning jobs on OpenAI.
Creating a Fine-Tuning Job
View Jobs Options
$ instructor jobs --help
Usage: instructor jobs [OPTIONS] COMMAND [ARGS]...
Monitor and create fine tuning jobs
╭─ Options ───────────────────────────────────────────────────────────────────────────────╮
│ --help Show this message and exit. │
│ --hyperparameters Specify hyperparameters for fine-tuning. |
│ --validation_file Specify a validation file for fine-tuning. │
╰─────────────────────────────────────────────────────────────────────────────────────────╯
╭─ Commands ──────────────────────────────────────────────────────────────────────────────────────────────────╮
│ cancel Cancel a fine-tuning job. │
│ create-from-file Create a fine-tuning job from a file. │
│ create-from-id Create a fine-tuning job from an existing ID. │
│ list Monitor the status of the most recent fine-tuning jobs. │
╰─────────────────────────────────────────────────────────────────────────────────────────────────────────────╯
Create from File
The create-from-file command uploads and trains a model in a single step. Validation file and hyperparameters are optional.
$ instructor jobs create-from-file transformed_data.jsonl --validation_file validation_data.jsonl --hyperparameters '{"n_epochs": 3}'
Create from ID
The create-from-id command uses an uploaded file and trains a model
$ instructor files upload transformed_data.jsonl
$ instructor files list
...
$ instructor jobs create-from-file <file_id>
Viewing Files and Jobs
Viewing Jobs
$ instructor jobs list
OpenAI Fine Tuning Job Monitoring
┏━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━┓
┃ ┃ ┃ ┃ Completion ┃ ┃ ┃ ┃ ┃
┃ Job ID ┃ Status ┃ Creation Time ┃ Time ┃ Model Name ┃ File ID ┃ Epochs ┃ Base Model ┃
┡━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━┩
│ ftjob-PWo6uwk… │ 🚫 cancelled │ 2023-08-23 │ N/A │ │ file-F7lJg6Z4… │ 3 │ gpt-3.5-turbo-… │
│ │ │ 23:10:54 │ │ │ │ │ │
│ ftjob-1whjva8… │ 🚫 cancelled │ 2023-08-23 │ N/A │ │ file-F7lJg6Z4… │ 3 │ gpt-3.5-turbo-… │
│ │ │ 22:47:05 │ │ │ │ │ │
│ ftjob-wGoBDld… │ 🚫 cancelled │ 2023-08-23 │ N/A │ │ file-F7lJg6Z4… │ 3 │ gpt-3.5-turbo-… │
│ │ │ 22:44:12 │ │ │ │ │ │
│ ftjob-yd5aRTc… │ ✅ succeeded │ 2023-08-23 │ 2023-08-23 │ ft:gpt-3.5-tur… │ file-IQxAUDqX… │ 3 │ gpt-3.5-turbo-… │
│ │ │ 14:26:03 │ 15:02:29 │ │ │ │ │
└────────────────┴──────────────┴────────────────┴────────────────┴─────────────────┴────────────────┴────────┴─────────────────┘
Automatically refreshes every 5 seconds, press Ctrl+C to exit
Viewing Files
$ instructor files list
OpenAI Files
┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┓
┃ File ID ┃ Size (bytes) ┃ Creation Time ┃ Filename ┃ Purpose ┃
┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━┩
│ file-0lw2BSNRUlXZXRRu2beCCWjl │ 369523 │ 2023-08-23 23:31:57 │ file │ fine-tune │
│ file-IHaUXcMEykmFUp1kt2puCDEq │ 369523 │ 2023-08-23 23:09:35 │ file │ fine-tune │
│ file-ja9vRBf0FydEOTolaa3BMqES │ 369523 │ 2023-08-23 22:42:29 │ file │ fine-tune │
│ file-F7lJg6Z47CREvmx4kyvyZ6Sn │ 369523 │ 2023-08-23 22:42:03 │ file │ fine-tune │
│ file-YUxqZPyJRl5GJCUTw3cNmA46 │ 369523 │ 2023-08-23 22:29:10 │ file │ fine-tune │
└───────────────────────────────┴──────────────┴─────────────────────┴──────────┴───────────┘
Contributions
We aim to provide a light wrapper around the API rather than offering a complete CLI. Contributions are welcome! Please feel free to make an issue at jxnl/instructor/issues or submit a pull request.