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Fix typos in readme for files/fine-tune (#88)
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README.md

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@@ -205,11 +205,11 @@ from together import Together
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client = Together(api_key=os.environ.get("TOGETHER_API_KEY"))
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together.Files.upload(file="somedata.jsonl") # uploads a file
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together.Files.list() # lists all uploaded files
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together.Files.retrieve(id=id) # retrieves a specific file
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together.Files.retrieve_content(id=id) # retrieves content of a specific file
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together.Files.delete(id=id) # deletes a file
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client.files.upload(file="somedata.jsonl") # uploads a file
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client.files.list() # lists all uploaded files
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client.files.retrieve(id="file-d0d318cb-b7d9-493a-bd70-1cfe089d3815") # retrieves a specific file
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client.files.retrieve_content(id="file-d0d318cb-b7d9-493a-bd70-1cfe089d3815") # retrieves content of a specific file
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client.files.delete(id="file-d0d318cb-b7d9-493a-bd70-1cfe089d3815") # deletes a file
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```
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## Fine-tunes
@@ -222,21 +222,21 @@ from together import Together
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client = Together(api_key=os.environ.get("TOGETHER_API_KEY"))
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together.Finetune.create(
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client.fine_tuning.create(
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training_file = 'file-d0d318cb-b7d9-493a-bd70-1cfe089d3815',
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model = 'togethercomputer/RedPajama-INCITE-Chat-3B-v1',
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model = 'mistralai/Mixtral-8x7B-Instruct-v0.1',
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n_epochs = 3,
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n_checkpoints = 1,
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batch_size = 4,
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learning_rate = 1e-5,
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suffix = 'my-demo-finetune',
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wandb_api_key = '1a2b3c4d5e.......',
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)
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together.Finetune.list() # lists all fine-tuned jobs
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together.Finetune.retrieve(id=id) # retrieves information on finetune event
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together.Finetune.cancel(id=id) # Cancels a fine-tuning job
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together.Finetune.list_events(id=id) # Lists events of a fine-tune job
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together.Finetune.download(id='ft-...') # downloads compressed fine-tuned model or checkpoint to local disk
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client.fine_tuning.list() # lists all fine-tuned jobs
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client.fine_tuning.retrieve(id="ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b") # retrieves information on finetune event
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client.fine_tuning.cancel(id="ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b") # Cancels a fine-tuning job
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client.fine_tuning.list_events(id="ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b") # Lists events of a fine-tune job
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client.fine_tuning.download(id="ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b") # downloads compressed fine-tuned model or checkpoint to local disk
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```
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## Models

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