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Fix typos in readme for files/fine-tune #88

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Apr 5, 2024
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Fix typos in readme for files/fine-tune #88

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24 changes: 12 additions & 12 deletions README.md
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Original file line number Diff line number Diff line change
Expand Up @@ -205,11 +205,11 @@ from together import Together

client = Together(api_key=os.environ.get("TOGETHER_API_KEY"))

together.Files.upload(file="somedata.jsonl") # uploads a file
together.Files.list() # lists all uploaded files
together.Files.retrieve(id=id) # retrieves a specific file
together.Files.retrieve_content(id=id) # retrieves content of a specific file
together.Files.delete(id=id) # deletes a file
client.files.upload(file="somedata.jsonl") # uploads a file
client.files.list() # lists all uploaded files
client.files.retrieve(id="file-d0d318cb-b7d9-493a-bd70-1cfe089d3815") # retrieves a specific file
client.files.retrieve_content(id="file-d0d318cb-b7d9-493a-bd70-1cfe089d3815") # retrieves content of a specific file
client.files.delete(id="file-d0d318cb-b7d9-493a-bd70-1cfe089d3815") # deletes a file
```

## Fine-tunes
Expand All @@ -222,21 +222,21 @@ from together import Together

client = Together(api_key=os.environ.get("TOGETHER_API_KEY"))

together.Finetune.create(
client.fine_tuning.create(
training_file = 'file-d0d318cb-b7d9-493a-bd70-1cfe089d3815',
model = 'togethercomputer/RedPajama-INCITE-Chat-3B-v1',
model = 'mistralai/Mixtral-8x7B-Instruct-v0.1',
n_epochs = 3,
n_checkpoints = 1,
batch_size = 4,
learning_rate = 1e-5,
suffix = 'my-demo-finetune',
wandb_api_key = '1a2b3c4d5e.......',
)
together.Finetune.list() # lists all fine-tuned jobs
together.Finetune.retrieve(id=id) # retrieves information on finetune event
together.Finetune.cancel(id=id) # Cancels a fine-tuning job
together.Finetune.list_events(id=id) # Lists events of a fine-tune job
together.Finetune.download(id='ft-...') # downloads compressed fine-tuned model or checkpoint to local disk
client.fine_tuning.list() # lists all fine-tuned jobs
client.fine_tuning.retrieve(id="ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b") # retrieves information on finetune event
client.fine_tuning.cancel(id="ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b") # Cancels a fine-tuning job
client.fine_tuning.list_events(id="ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b") # Lists events of a fine-tune job
client.fine_tuning.download(id="ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b") # downloads compressed fine-tuned model or checkpoint to local disk
```

## Models
Expand Down