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chore: Enabling Milvus for VectorIO CI
Signed-off-by: Francisco Javier Arceo <farceo@redhat.com>
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docs/source/providers/post_training/index.md
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docs/source/providers/post_training/index.md
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# Post_Training Providers
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This section contains documentation for all available providers for the **post_training** API.
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- [inline::huggingface](inline_huggingface.md)
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- [inline::torchtune](inline_torchtune.md)
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- [remote::nvidia](remote_nvidia.md)
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docs/source/providers/post_training/inline_huggingface.md
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docs/source/providers/post_training/inline_huggingface.md
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# inline::huggingface
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## Description
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HuggingFace-based post-training provider for fine-tuning models using the HuggingFace ecosystem.
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## Configuration
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| Field | Type | Required | Default | Description |
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|-------|------|----------|---------|-------------|
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| `device` | `<class 'str'>` | No | cuda | |
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| `distributed_backend` | `Literal['fsdp', 'deepspeed'` | No | | |
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| `checkpoint_format` | `Literal['full_state', 'huggingface'` | No | huggingface | |
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| `chat_template` | `<class 'str'>` | No | <|user|>
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{input}
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<|assistant|>
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{output} | |
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| `model_specific_config` | `<class 'dict'>` | No | {'trust_remote_code': True, 'attn_implementation': 'sdpa'} | |
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| `max_seq_length` | `<class 'int'>` | No | 2048 | |
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| `gradient_checkpointing` | `<class 'bool'>` | No | False | |
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| `save_total_limit` | `<class 'int'>` | No | 3 | |
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| `logging_steps` | `<class 'int'>` | No | 10 | |
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| `warmup_ratio` | `<class 'float'>` | No | 0.1 | |
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| `weight_decay` | `<class 'float'>` | No | 0.01 | |
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| `dataloader_num_workers` | `<class 'int'>` | No | 4 | |
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| `dataloader_pin_memory` | `<class 'bool'>` | No | True | |
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## Sample Configuration
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```yaml
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checkpoint_format: huggingface
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distributed_backend: null
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device: cpu
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```
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docs/source/providers/post_training/inline_torchtune.md
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docs/source/providers/post_training/inline_torchtune.md
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# inline::torchtune
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## Description
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TorchTune-based post-training provider for fine-tuning and optimizing models using Meta's TorchTune framework.
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## Configuration
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| Field | Type | Required | Default | Description |
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|-------|------|----------|---------|-------------|
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| `torch_seed` | `int \| None` | No | | |
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| `checkpoint_format` | `Literal['meta', 'huggingface'` | No | meta | |
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## Sample Configuration
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```yaml
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checkpoint_format: meta
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```
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docs/source/providers/post_training/remote_nvidia.md
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docs/source/providers/post_training/remote_nvidia.md
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# remote::nvidia
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## Description
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NVIDIA's post-training provider for fine-tuning models on NVIDIA's platform.
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## Configuration
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| Field | Type | Required | Default | Description |
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|-------|------|----------|---------|-------------|
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| `api_key` | `str \| None` | No | | The NVIDIA API key. |
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| `dataset_namespace` | `str \| None` | No | default | The NVIDIA dataset namespace. |
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| `project_id` | `str \| None` | No | test-example-model@v1 | The NVIDIA project ID. |
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| `customizer_url` | `str \| None` | No | | Base URL for the NeMo Customizer API |
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| `timeout` | `<class 'int'>` | No | 300 | Timeout for the NVIDIA Post Training API |
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| `max_retries` | `<class 'int'>` | No | 3 | Maximum number of retries for the NVIDIA Post Training API |
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| `output_model_dir` | `<class 'str'>` | No | test-example-model@v1 | Directory to save the output model |
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## Sample Configuration
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```yaml
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api_key: ${env.NVIDIA_API_KEY:+}
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dataset_namespace: ${env.NVIDIA_DATASET_NAMESPACE:=default}
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project_id: ${env.NVIDIA_PROJECT_ID:=test-project}
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customizer_url: ${env.NVIDIA_CUSTOMIZER_URL:=http://nemo.test}
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```
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