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ditch a legacy heading
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ssiegel95 committed Jan 16, 2025
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19 changes: 7 additions & 12 deletions services/finetuning/examples/finetuning.md
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# Finetuning

## Redis & Redis-queue (RQ)-based

```mermaid
%%{init: { "sequence": { "wrap": true, "width":200 } } }%%
sequenceDiagram
actor C as Client
participant K as KFTO
participant T as TSFM Container
participant P as PVC-Mount (or local filesystem)
activate P
C-->>+K:create PyTorchJob (via k8s-api or kubectl)
K-->>+T:ftmain
T-->>P: read base model
T-->>T: performs fine tuning
T-->>P: (termination) logging
C-->>P: read logs
C-->>P: read logs
T-->>P: write fine tuned model
deactivate T
K-->>-C: obtain job status
C-->>P: read fine tuned model
deactivate P
```
```

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