mirror of
https://github.com/meta-llama/llama-stack.git
synced 2025-10-04 04:04:14 +00:00
added DPO
This commit is contained in:
Ashwin Bharambe
parent
7cade3acc3
commit
631328f556
4 changed files with 796 additions and 472 deletions
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@ -879,6 +879,23 @@ components:
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- dataset
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title: Request to create a dataset.
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type: object
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DPOAlignmentConfig:
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additionalProperties: false
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properties:
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epsilon:
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type: number
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gamma:
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type: number
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reward_clip:
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type: number
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reward_scale:
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type: number
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required:
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- reward_scale
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- reward_clip
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- epsilon
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- gamma
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type: object
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Dataset:
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additionalProperties: false
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properties:
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@ -923,195 +940,27 @@ components:
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- message
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- message_history
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type: object
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FinetuningJobArtifactsResponse:
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DoraFinetuningConfig:
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additionalProperties: false
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properties:
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checkpoints:
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items:
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additionalProperties: false
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properties:
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iters:
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type: integer
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path:
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$ref: '#/components/schemas/URL'
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required:
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- iters
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- path
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type: object
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type: array
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job_uuid:
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type: string
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required:
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- job_uuid
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- checkpoints
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title: Artifacts of a finetuning job.
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type: object
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FinetuningJobLogStream:
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additionalProperties: false
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properties:
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job_uuid:
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type: string
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log_lines:
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alpha:
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type: integer
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apply_lora_to_mlp:
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type: boolean
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apply_lora_to_output:
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type: boolean
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lora_attn_modules:
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items:
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type: string
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type: array
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rank:
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type: integer
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required:
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- job_uuid
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- log_lines
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title: Stream of logs from a finetuning job.
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type: object
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FinetuningJobStatusResponse:
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additionalProperties: false
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properties:
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checkpoints:
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items:
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additionalProperties: false
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properties:
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iters:
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type: integer
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path:
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$ref: '#/components/schemas/URL'
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required:
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- iters
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- path
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type: object
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type: array
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completed_at:
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format: date-time
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type: string
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job_uuid:
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type: string
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resources_allocated:
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additionalProperties:
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oneOf:
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- type: 'null'
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- type: boolean
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- type: number
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- type: string
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- type: array
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- type: object
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type: object
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scheduled_at:
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format: date-time
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type: string
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started_at:
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format: date-time
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type: string
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status:
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enum:
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- running
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- completed
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- failed
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- scheduled
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type: string
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required:
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- job_uuid
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- status
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- checkpoints
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title: Status of a finetuning job.
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type: object
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FinetuningTrainRequest:
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additionalProperties: false
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properties:
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algorithm:
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enum:
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- full
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- lora
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- qlora
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- dora
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type: string
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algorithm_config:
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oneOf:
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- $ref: '#/components/schemas/LoraFinetuningConfig'
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- additionalProperties: false
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properties:
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alpha:
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type: integer
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apply_lora_to_mlp:
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type: boolean
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apply_lora_to_output:
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type: boolean
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lora_attn_modules:
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items:
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type: string
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type: array
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rank:
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type: integer
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required:
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- lora_attn_modules
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- apply_lora_to_mlp
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- apply_lora_to_output
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- rank
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- alpha
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type: object
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- additionalProperties: false
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properties:
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alpha:
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type: integer
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apply_lora_to_mlp:
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type: boolean
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apply_lora_to_output:
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type: boolean
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lora_attn_modules:
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items:
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type: string
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type: array
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rank:
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type: integer
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required:
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- lora_attn_modules
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- apply_lora_to_mlp
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- apply_lora_to_output
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- rank
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- alpha
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type: object
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dataset:
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$ref: '#/components/schemas/Dataset'
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hyperparam_search_config:
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additionalProperties:
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oneOf:
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- type: 'null'
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- type: boolean
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- type: number
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- type: string
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- type: array
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- type: object
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type: object
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job_uuid:
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type: string
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logger_config:
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additionalProperties:
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oneOf:
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- type: 'null'
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- type: boolean
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- type: number
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- type: string
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- type: array
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- type: object
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type: object
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model:
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enum:
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- llama3_8b
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- llama3_70b
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type: string
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optimizer_config:
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$ref: '#/components/schemas/OptimizerConfig'
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training_config:
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$ref: '#/components/schemas/TrainingConfig'
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validation_dataset:
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$ref: '#/components/schemas/Dataset'
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required:
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- job_uuid
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- model
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- dataset
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- validation_dataset
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- algorithm
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- algorithm_config
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- optimizer_config
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- training_config
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- hyperparam_search_config
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- logger_config
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title: Request to finetune a model.
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- lora_attn_modules
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- apply_lora_to_mlp
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- apply_lora_to_output
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- rank
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- alpha
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type: object
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KScoredPromptGenerations:
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additionalProperties: false
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@ -1259,6 +1108,232 @@ components:
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- lr_min
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- weight_decay
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type: object
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PostTrainingJobArtifactsResponse:
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additionalProperties: false
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properties:
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checkpoints:
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items:
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additionalProperties: false
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properties:
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iters:
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type: integer
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path:
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$ref: '#/components/schemas/URL'
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required:
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- iters
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- path
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type: object
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type: array
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job_uuid:
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type: string
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required:
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- job_uuid
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- checkpoints
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title: Artifacts of a finetuning job.
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type: object
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PostTrainingJobLogStream:
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additionalProperties: false
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properties:
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job_uuid:
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type: string
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log_lines:
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items:
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type: string
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type: array
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required:
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- job_uuid
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- log_lines
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title: Stream of logs from a finetuning job.
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type: object
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PostTrainingJobStatusResponse:
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additionalProperties: false
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properties:
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checkpoints:
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items:
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additionalProperties: false
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properties:
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iters:
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type: integer
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path:
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$ref: '#/components/schemas/URL'
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required:
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- iters
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- path
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type: object
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type: array
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completed_at:
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format: date-time
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type: string
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job_uuid:
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type: string
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resources_allocated:
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additionalProperties:
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oneOf:
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- type: 'null'
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- type: boolean
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- type: number
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- type: string
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- type: array
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- type: object
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type: object
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scheduled_at:
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format: date-time
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type: string
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started_at:
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format: date-time
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type: string
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status:
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enum:
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- running
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- completed
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- failed
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- scheduled
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type: string
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required:
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- job_uuid
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- status
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- checkpoints
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title: Status of a finetuning job.
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type: object
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PostTrainingRLHFRequest:
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additionalProperties: false
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properties:
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algorithm:
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enum:
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- dpo
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type: string
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algorithm_config:
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$ref: '#/components/schemas/DPOAlignmentConfig'
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dataset:
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$ref: '#/components/schemas/Dataset'
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finetuned_model:
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$ref: '#/components/schemas/URL'
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hyperparam_search_config:
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additionalProperties:
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oneOf:
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- type: 'null'
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- type: boolean
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- type: number
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- type: string
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- type: array
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- type: object
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type: object
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job_uuid:
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type: string
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logger_config:
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additionalProperties:
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oneOf:
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- type: 'null'
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- type: boolean
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- type: number
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- type: string
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- type: array
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- type: object
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type: object
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optimizer_config:
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$ref: '#/components/schemas/OptimizerConfig'
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training_config:
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$ref: '#/components/schemas/TrainingConfig'
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validation_dataset:
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$ref: '#/components/schemas/Dataset'
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required:
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- job_uuid
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- finetuned_model
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- dataset
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- validation_dataset
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- algorithm
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- algorithm_config
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- optimizer_config
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- training_config
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- hyperparam_search_config
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- logger_config
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title: Request to finetune a model.
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type: object
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PostTrainingSFTRequest:
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additionalProperties: false
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properties:
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algorithm:
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enum:
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- full
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- lora
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- qlora
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- dora
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type: string
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algorithm_config:
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oneOf:
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- $ref: '#/components/schemas/LoraFinetuningConfig'
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- $ref: '#/components/schemas/QLoraFinetuningConfig'
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- $ref: '#/components/schemas/DoraFinetuningConfig'
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dataset:
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$ref: '#/components/schemas/Dataset'
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hyperparam_search_config:
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additionalProperties:
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oneOf:
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- type: 'null'
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- type: boolean
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- type: number
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- type: string
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- type: array
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- type: object
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type: object
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job_uuid:
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type: string
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logger_config:
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additionalProperties:
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oneOf:
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- type: 'null'
|
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- type: boolean
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- type: number
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- type: string
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- type: array
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- type: object
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type: object
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model:
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enum:
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- llama3_8b
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- llama3_70b
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type: string
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optimizer_config:
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$ref: '#/components/schemas/OptimizerConfig'
|
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training_config:
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$ref: '#/components/schemas/TrainingConfig'
|
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validation_dataset:
|
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$ref: '#/components/schemas/Dataset'
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required:
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- job_uuid
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- model
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- dataset
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- validation_dataset
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- algorithm
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- algorithm_config
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- optimizer_config
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- training_config
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- hyperparam_search_config
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- logger_config
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title: Request to finetune a model.
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type: object
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QLoraFinetuningConfig:
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additionalProperties: false
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properties:
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alpha:
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type: integer
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apply_lora_to_mlp:
|
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type: boolean
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apply_lora_to_output:
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type: boolean
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lora_attn_modules:
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items:
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type: string
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type: array
|
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rank:
|
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type: integer
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required:
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- lora_attn_modules
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- apply_lora_to_mlp
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- apply_lora_to_output
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- rank
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- alpha
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type: object
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RewardScoringRequest:
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additionalProperties: false
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properties:
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@ -1581,71 +1656,6 @@ paths:
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description: OK
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tags:
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- Datasets
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/finetuning/job/artifacts:
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get:
|
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parameters:
|
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- in: query
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name: job_uuid
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required: true
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schema:
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type: string
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responses:
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'200':
|
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content:
|
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application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/FinetuningJobArtifactsResponse'
|
||||
description: OK
|
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tags:
|
||||
- Finetuning
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/finetuning/job/logs:
|
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get:
|
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parameters:
|
||||
- in: query
|
||||
name: job_uuid
|
||||
required: true
|
||||
schema:
|
||||
type: string
|
||||
responses:
|
||||
'200':
|
||||
content:
|
||||
application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/FinetuningJobLogStream'
|
||||
description: OK
|
||||
tags:
|
||||
- Finetuning
|
||||
/finetuning/job/status:
|
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get:
|
||||
parameters:
|
||||
- in: query
|
||||
name: job_uuid
|
||||
required: true
|
||||
schema:
|
||||
type: string
|
||||
responses:
|
||||
'200':
|
||||
content:
|
||||
application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/FinetuningJobStatusResponse'
|
||||
description: OK
|
||||
tags:
|
||||
- Finetuning
|
||||
/finetuning/text_generation/train:
|
||||
post:
|
||||
parameters: []
|
||||
requestBody:
|
||||
content:
|
||||
application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/FinetuningTrainRequest'
|
||||
required: true
|
||||
responses:
|
||||
'200':
|
||||
description: OK
|
||||
tags:
|
||||
- Finetuning
|
||||
/memory_banks/create:
|
||||
post:
|
||||
parameters:
|
||||
|
|
@ -1787,6 +1797,85 @@ paths:
|
|||
description: OK
|
||||
tags:
|
||||
- MemoryBanks
|
||||
/post_training/job/artifacts:
|
||||
get:
|
||||
parameters:
|
||||
- in: query
|
||||
name: job_uuid
|
||||
required: true
|
||||
schema:
|
||||
type: string
|
||||
responses:
|
||||
'200':
|
||||
content:
|
||||
application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/PostTrainingJobArtifactsResponse'
|
||||
description: OK
|
||||
tags:
|
||||
- PostTraining
|
||||
/post_training/job/logs:
|
||||
get:
|
||||
parameters:
|
||||
- in: query
|
||||
name: job_uuid
|
||||
required: true
|
||||
schema:
|
||||
type: string
|
||||
responses:
|
||||
'200':
|
||||
content:
|
||||
application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/PostTrainingJobLogStream'
|
||||
description: OK
|
||||
tags:
|
||||
- PostTraining
|
||||
/post_training/job/status:
|
||||
get:
|
||||
parameters:
|
||||
- in: query
|
||||
name: job_uuid
|
||||
required: true
|
||||
schema:
|
||||
type: string
|
||||
responses:
|
||||
'200':
|
||||
content:
|
||||
application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/PostTrainingJobStatusResponse'
|
||||
description: OK
|
||||
tags:
|
||||
- PostTraining
|
||||
/post_training/preference_optimize/:
|
||||
post:
|
||||
parameters: []
|
||||
requestBody:
|
||||
content:
|
||||
application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/PostTrainingRLHFRequest'
|
||||
required: true
|
||||
responses:
|
||||
'200':
|
||||
description: OK
|
||||
tags:
|
||||
- PostTraining
|
||||
/post_training/supervised_fine_tune/:
|
||||
post:
|
||||
parameters: []
|
||||
requestBody:
|
||||
content:
|
||||
application/json:
|
||||
schema:
|
||||
$ref: '#/components/schemas/PostTrainingSFTRequest'
|
||||
required: true
|
||||
responses:
|
||||
'200':
|
||||
description: OK
|
||||
tags:
|
||||
- PostTraining
|
||||
/reward_scoring/score:
|
||||
post:
|
||||
parameters: []
|
||||
|
|
@ -1828,13 +1917,13 @@ security:
|
|||
servers:
|
||||
- url: http://llama.meta.com
|
||||
tags:
|
||||
- name: RewardScoring
|
||||
- name: MemoryBanks
|
||||
- name: SyntheticDataGeneration
|
||||
- name: Finetuning
|
||||
- name: AgenticSystem
|
||||
- name: RewardScoring
|
||||
- name: Inference
|
||||
- name: SyntheticDataGeneration
|
||||
- name: Datasets
|
||||
- name: PostTraining
|
||||
- name: MemoryBanks
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/ShieldConfig" />
|
||||
name: ShieldConfig
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/AgenticSystemCreateRequest"
|
||||
|
|
@ -1888,20 +1977,20 @@ tags:
|
|||
- description: 'Artifacts of a finetuning job.
|
||||
|
||||
|
||||
<SchemaDefinition schemaRef="#/components/schemas/FinetuningJobArtifactsResponse"
|
||||
<SchemaDefinition schemaRef="#/components/schemas/PostTrainingJobArtifactsResponse"
|
||||
/>'
|
||||
name: FinetuningJobArtifactsResponse
|
||||
name: PostTrainingJobArtifactsResponse
|
||||
- description: 'Status of a finetuning job.
|
||||
|
||||
|
||||
<SchemaDefinition schemaRef="#/components/schemas/FinetuningJobStatusResponse"
|
||||
<SchemaDefinition schemaRef="#/components/schemas/PostTrainingJobStatusResponse"
|
||||
/>'
|
||||
name: FinetuningJobStatusResponse
|
||||
name: PostTrainingJobStatusResponse
|
||||
- description: 'Stream of logs from a finetuning job.
|
||||
|
||||
|
||||
<SchemaDefinition schemaRef="#/components/schemas/FinetuningJobLogStream" />'
|
||||
name: FinetuningJobLogStream
|
||||
<SchemaDefinition schemaRef="#/components/schemas/PostTrainingJobLogStream" />'
|
||||
name: PostTrainingJobLogStream
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/BatchChatCompletionRequest"
|
||||
/>
|
||||
name: BatchChatCompletionRequest
|
||||
|
|
@ -1961,6 +2050,19 @@ tags:
|
|||
<SchemaDefinition schemaRef="#/components/schemas/SyntheticDataGenerationResponse"
|
||||
/>'
|
||||
name: SyntheticDataGenerationResponse
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/DPOAlignmentConfig"
|
||||
/>
|
||||
name: DPOAlignmentConfig
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/OptimizerConfig"
|
||||
/>
|
||||
name: OptimizerConfig
|
||||
- description: 'Request to finetune a model.
|
||||
|
||||
|
||||
<SchemaDefinition schemaRef="#/components/schemas/PostTrainingRLHFRequest" />'
|
||||
name: PostTrainingRLHFRequest
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/TrainingConfig" />
|
||||
name: TrainingConfig
|
||||
- description: 'Request to score a reward function. A list of prompts and a list of
|
||||
responses per prompt.
|
||||
|
||||
|
|
@ -1973,27 +2075,28 @@ tags:
|
|||
|
||||
<SchemaDefinition schemaRef="#/components/schemas/RewardScoringResponse" />'
|
||||
name: RewardScoringResponse
|
||||
- description: 'Request to finetune a model.
|
||||
|
||||
|
||||
<SchemaDefinition schemaRef="#/components/schemas/FinetuningTrainRequest" />'
|
||||
name: FinetuningTrainRequest
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/DoraFinetuningConfig"
|
||||
/>
|
||||
name: DoraFinetuningConfig
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/LoraFinetuningConfig"
|
||||
/>
|
||||
name: LoraFinetuningConfig
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/OptimizerConfig"
|
||||
- description: 'Request to finetune a model.
|
||||
|
||||
|
||||
<SchemaDefinition schemaRef="#/components/schemas/PostTrainingSFTRequest" />'
|
||||
name: PostTrainingSFTRequest
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/QLoraFinetuningConfig"
|
||||
/>
|
||||
name: OptimizerConfig
|
||||
- description: <SchemaDefinition schemaRef="#/components/schemas/TrainingConfig" />
|
||||
name: TrainingConfig
|
||||
name: QLoraFinetuningConfig
|
||||
x-tagGroups:
|
||||
- name: Operations
|
||||
tags:
|
||||
- AgenticSystem
|
||||
- Datasets
|
||||
- Finetuning
|
||||
- Inference
|
||||
- MemoryBanks
|
||||
- PostTraining
|
||||
- RewardScoring
|
||||
- SyntheticDataGeneration
|
||||
- name: Types
|
||||
|
|
@ -2014,18 +2117,22 @@ x-tagGroups:
|
|||
- CompletionResponse
|
||||
- CompletionResponseStreamChunk
|
||||
- CreateDatasetRequest
|
||||
- DPOAlignmentConfig
|
||||
- Dataset
|
||||
- Dialog
|
||||
- FinetuningJobArtifactsResponse
|
||||
- FinetuningJobLogStream
|
||||
- FinetuningJobStatusResponse
|
||||
- FinetuningTrainRequest
|
||||
- DoraFinetuningConfig
|
||||
- KScoredPromptGenerations
|
||||
- LoraFinetuningConfig
|
||||
- MemoryBank
|
||||
- Message
|
||||
- MessageScore
|
||||
- OptimizerConfig
|
||||
- PostTrainingJobArtifactsResponse
|
||||
- PostTrainingJobLogStream
|
||||
- PostTrainingJobStatusResponse
|
||||
- PostTrainingRLHFRequest
|
||||
- PostTrainingSFTRequest
|
||||
- QLoraFinetuningConfig
|
||||
- RewardScoringRequest
|
||||
- RewardScoringResponse
|
||||
- ShieldConfig
|
||||
|
|
|
|||
Loading…
Add table
Add a link
Reference in a new issue