Terjemahan disediakan oleh mesin penerjemah. Jika konten terjemahan yang diberikan bertentangan dengan versi bahasa Inggris aslinya, utamakan versi bahasa Inggris.
# Resep Amazon Nova
Anda bisa mendapatkan resep Amazon Nova dari repositori [resep](https://github.com/aws/sagemaker-hyperpod-recipes/tree/main/recipes_collection/recipes). Resep Amazon Nova adalah file [konfigurasi YAMM](https://yaml.org/) yang memberikan detail SageMaker tentang cara menjalankan pekerjaan penyesuaian model Anda. Ini memberikan nama model dasar, menetapkan hyperparameters pelatihan, mendefinisikan pengaturan pengoptimalan, dan menyertakan opsi tambahan yang diperlukan untuk menyempurnakan atau melatih model dengan sukses.
Anda juga dapat mengakses resep Amazon Nova melalui Amazon SageMaker Studio dan dengan menavigasi ke hub model, memilih AWS, dan menjelajahi model Amazon Nova untuk menemukan resep terkait. Baik Amazon SageMaker Studio maupun menyediakan contoh buku catatan untuk setiap resep, yang mencakup semua langkah yang diperlukan untuk memodifikasi resep dan menjalankan pekerjaan penyesuaian menggunakan pekerjaan atau SageMaker HyperPod lingkungan SageMaker pelatihan.
Untuk mengakses halaman resep di Amazon SageMaker Studio, peran eksekusi harus memiliki izin berikut.
------
#### [ JSON ]
****
```
{
"Version":"2012-10-17",
"Statement": [
{
"Effect": "Allow",
"Action": [
"s3:GetObject"
],
"Resource": [
"arn:aws:s3:::*model-customization-recipes*"
]
}
]
}
```
------
Untuk menjalankan contoh buku catatan tentang pekerjaan SageMaker pelatihan dan, gunakan salah satu versi gambar SageMaker distribusi berikut:`2.7.1+`,, `2.8.0+``3.2.1+`,`3.3.0+`. Ini berlaku untuk Amazon SageMaker Studio dan.
**Topics**
+ [Mendapatkan resep Amazon Nova](#nova-model-get-recipes)
+ [Mendapatkan resep Amazon Nova Forge](#nova-model-get-forge-recipes)
+ [Model dan algoritma yang tersedia](#nova-model-algorithm)
+ [Amazon Nova Lite](#nova-model-recipes-reference-novalite)
+ [Amazon Nova Mikro](#nova-model-recipes-reference-novamicro)
+ [Amazon Nova Pro](#nova-model-recipes-reference-novapro)
## Mendapatkan resep Amazon Nova
Untuk mendapatkan resep dasar Amazon Nova, kloning repositori [resep](https://github.com/aws/sagemaker-hyperpod-recipes/tree/main/recipes_collection/recipes) dengan menjalankan perintah berikut.
```
git clone https://github.com/aws/sagemaker-hyperpod-recipes.git
```
Resep dasar tersedia di [https://github.com/aws/sagemaker-hyperpod-recipes/tree/main/recipes_collection/recipes/](https://github.com/aws/sagemaker-hyperpod-recipes/tree/main/recipes_collection/recipes/).
```
cd recipes_collection/recipes/
```
Resep kustomisasi Amazon Nova ada di folder berikut.
****
| Jenis resep | Folder |
| --- | --- |
| SFT (Full-rank dan PEFT), PPO, DPO (dan PEFT) Full-rank | [baik- tuning/nova](https://github.com/aws/sagemaker-hyperpod-recipes/tree/main/recipes_collection/recipes/fine-tuning/nova) |
| Evaluasi | [evaluation/nova](https://github.com/aws/sagemaker-hyperpod-recipes/tree/main/recipes_collection/recipes/evaluation/nova) |
| CPT | [training/nova](https://github.com/aws/sagemaker-hyperpod-recipes/tree/main/recipes_collection/recipes/training) |
## Mendapatkan resep Amazon Nova Forge
Untuk mengakses resep Amazon Nova Forge khusus untuk pekerjaan, silakan [atur akses Anda ke Amazon Nova Forge](nova-forge-access.md) dan kemudian ikuti [lokakarya ini](https://catalog.us-east-1.prod.workshops.aws/workshops/dcac6f7a-3c61-4978-8344-7535526bf743/en-US/02-smhp-rig/03-nova-forge) untuk menyiapkan CLI versi Forge. Untuk Pekerjaan SageMaker Pelatihan, AWS Konsol dan Nova Forge SDK akan secara otomatis mengakses resep Forge.
## Model dan algoritma yang tersedia
Tabel berikut merangkum ketersediaan kustomisasi untuk model Amazon Nova dan algoritma yang didukung menggunakan. SageMaker
| Nama model | ID Model | Fine-tuning | Catatan |
| --- |--- |--- |--- |
| Amazon Nova Lite 2.0 | amazon.nova-2-lite-v 1:0:256 k | Ya | SFT - Menerima and/or gambar teks atau and/or video teks sebagai input dan menghasilkan teks sebagai output. Satu pekerjaan tidak dapat menggabungkan teks, gambar, dan video dalam proses yang sama. DPO - Menerima teks dan gambar sebagai input dan menghasilkan teks sebagai output. RFT - Menerima teks dan gambar sebagai input untuk percakapan satu putaran dan menghasilkan teks sebagai output. Peningkatan kemampuan pengoptimalan hadiah. |
## Amazon Nova Lite
Tabel di bawah ini mencantumkan informasi rinci tentang referensi resep Amazon Nova Lite.
****
| Model | Category/Sub-category | Teknik | Nama Resep | Image URI (Lowongan Pelatihan) | Gambar URI (SageMaker HyperPod) | Instans Komputasi |
| --- | --- | --- | --- | --- | --- | --- |
| Nova Lite | Training/Fine-tuning | Diawasi Fine-Tuning (LoRa) | `nova_lite_1_0_g5_g6_12x_gpu_lora_sft.yaml`
`nova_lite_1_0_g5_g6_48x_gpu_lora_sft.yaml`
`nova_lite_1_0_p5_p4d_gpu_lora_sft.yaml` | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-SFT-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-SFT-latest | `ml.p5.48xlarge`, `ml.p5en.48xlarge`,
`ml.g5.12xlarge`, `ml.g6.12xlarge`,
`ml.g5.48xlarge`, `ml.g6.48xlarge` |
| Nova Lite | Training/Fine-tuning | Diawasi Fine-Tuning (Penuh) | nova\_lite\_1\_0\_p5\_p4d\_gpu\_sft.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-SFT-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-SFT-latest | ml.p5.48xlarge, ml.p5en.48xlarge |
| Nova Lite | Training/Fine-tuning | Optimasi Preferensi Langsung (Penuh) | nova\_lite\_1\_0\_p5\_p4d\_gpu\_dpo.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-DPO-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-DPO-latest | ml.p5.48xlarge, ml.p5en.48xlarge |
| Nova Lite | Training/Fine-tuning | Optimasi Preferensi Langsung (LoRa) | `nova_lite_1_0_p5_p4d_gpu_lora_dpo.yaml`
`nova_lite_1_0_g5_g6_48x_gpu_lora_dpo.yaml` | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-DPO-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-DPO-latest | `ml.p5.48xlarge`, `ml.p5en.48xlarge`,
`ml.g5.48xlarge`, `ml.g6.48xlarge` |
| Nova Lite | Training/Reinforcement belajar | Penguatan Fine-Tuning (RFT) | nova\_lite\_1\_0\_p5\_gpu\_ppo.yaml | n/a | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SMHP-PPO-TRAIN-latest | ml.p5.48xlarge, ml.p5en.48xlarge |
| Nova Lite | Training/Continued Pre-Training | Lanjutan Pre-Training (model dasar) | nova\_lite\_gpu\_p5x16\_pretrain.yaml | n/a | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:HP-CPT-latest | ml.p5.48xlarge |
| Nova Lite | Evaluation/Evaluate | Tolok ukur teks standar | nova\_lite\_p5\_48xl\_general\_text\_benchmark\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
| Nova Lite | Evaluation/Evaluate | Evaluasi dataset kustom | nova\_lite\_p5\_48xl\_bring\_your\_own\_dataset\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
| Nova Lite | Evaluation/Evaluate | Multi-modal tolok ukur | nova\_lite\_p5\_48\_general\_multi\_modal\_benchmark\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
| Nova Lite | Evaluation/Evaluate | LLM sebagai Hakim | nova\_lite\_p5\_48xl\_llm\_judge\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
## Amazon Nova Mikro
Tabel di bawah ini mencantumkan informasi rinci tentang referensi resep Amazon Nova Micro.
****
| Model | Category/Sub-category | Teknik | Nama Resep | Image URI (Lowongan Pelatihan) | Gambar URI (SageMaker HyperPod) | Instans Komputasi |
| --- | --- | --- | --- | --- | --- | --- |
| Nova Mikro | Training/Fine-tuning | Diawasi Fine-Tuning (LoRa) | `nova_micro_1_0_p5_p4d_gpu_lora_sft.yaml`
`nova_micro_1_0_g5_g6_12x_gpu_lora_sft.yaml`
`nova_micro_1_0_g5_g6_48x_gpu_lora_sft.yaml` | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-SFT-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-SFT-latest | `ml.p5.48xlarge`, `ml.p5en.48xlarge`, `ml.p4d.24xlarge`,
`ml.g5.12xlarge`, `ml.g6.12xlarge`,
`ml.g5.48xlarge`, `ml.g6.48xlarge` |
| Nova Mikro | Training/Fine-tuning | Diawasi Fine-Tuning (Penuh) | `nova_micro_1_0_p5_p4d_gpu_sft.yaml`
`nova_micro_1_0_g5_g6_48x_gpu_sft.yaml` | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-SFT-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-SFT-latest | `ml.p5.48xlarge`, `ml.p5en.48xlarge`, `ml.p4d.24xlarge`,
`ml.g5.48xlarge`, `ml.g6.48xlarge` |
| Nova Mikro | Training/Fine-tuning | Optimasi Preferensi Langsung (LoRa) | `nova_micro_1_0_g5_g6_12x_gpu_lora_dpo.yaml`
`nova_micro_1_0_g5_g6_48x_gpu_lora_dpo.yaml`
`nova_micro_1_0_p5_p4d_gpu_lora_dpo.yaml` | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-DPO-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-DPO-latest | `ml.p5.48xlarge`, `ml.p5en.48xlarge`, `ml.p4d.24xlarge`,
`ml.g5.12xlarge`, `ml.g6.12xlarge`,
`ml.g5.48xlarge`, `ml.g6.48xlarge` |
| Nova Mikro | Training/Fine-tuning | Optimasi Preferensi Langsung (Penuh) | nova\_micro\_1\_0\_p5\_p4d\_gpu\_dpo.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-DPO-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-DPO-latest | ml.p5.48xlarge, ml.p5en.48xlarge, ml.p4d.24xlarge |
| Nova Mikro | Training/Reinforcement belajar | Penguatan Fine-Tuning (RFT) | nova\_micro\_1\_0\_p5\_gpu\_ppo.yaml | n/a | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SMHP-PPO-TRAIN-latest | ml.p5.48xlarge, ml.p5en.48xlarge |
| Nova Mikro | Training/Continued Pre-Training | Lanjutan Pre-Training (Model Dasar) | nova\_micro\_gpu\_p5x8\_pretrain.yaml | n/a | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:HP-CPT-latest | ml.p5.48xlarge |
| Nova Mikro | Evaluation/Evaluate | Tolok ukur teks umum | nova\_micro\_p5\_48xl\_general\_text\_benchmark\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
| Nova Mikro | Evaluation/Evaluate | Bawa benchmark dataset (gen\_qa) Anda sendiri | nova\_micro\_p5\_48xl\_bring\_your\_own\_dataset\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
| Nova Mikro | Evaluation/Evaluate | LLM sebagai Hakim | nova\_micro\_p5\_48xl\_llm\_judge\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
## Amazon Nova Pro
Tabel di bawah ini mencantumkan informasi rinci tentang referensi resep Amazon Nova Pro.
****
| Model | Category/Sub-category | Teknik | Nama Resep | Image URI (Lowongan Pelatihan) | Gambar URI (SageMaker HyperPod) | Instans Komputasi |
| --- | --- | --- | --- | --- | --- | --- |
| Nova Pro | Training/Fine-tuning | Diawasi Fine-Tuning (LoRa) | nova\_pro\_1\_0\_p5\_p4d\_gpu\_lora\_sft.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-SFT-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-SFT-latest | ml.p5.48xlarge, ml.p5en.48xlarge, ml.p4d.24xlarge |
| Nova Pro | Training/Fine-tuning | Diawasi Fine-Tuning (Penuh) | nova\_pro\_1\_0\_p5\_p4d\_gpu\_sft.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-SFT-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-SFT-latest | ml.p5.48xlarge, ml.p5en.48xlarge |
| Nova Pro | Training/Fine-tuning | Optimasi Preferensi Langsung (Penuh) | nova\_pro\_1\_0\_p5\_gpu\_dpo.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-DPO-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-DPO-latest | ml.p5.48xlarge, ml.p5en.48xlarge |
| Nova Pro | Training/Fine-tuning | Optimasi Preferensi Langsung (LoRa) | nova\_pro\_1\_0\_p5\_p4d\_gpu\_lora\_dpo.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-TJ-DPO-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SM-HP-DPO-latest | ml.p5.48xlarge, ml.p5en.48xlarge, ml.p4d.24xlarge |
| Nova Pro | Training/Reinforcement belajar | Penguatan Fine-Tuning (RFT) | nova\_pro\_1\_0\_p5\_gpu\_ppo.yaml | n/a | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:SMHP-PPO-TRAIN-latest | ml.p5.48xlarge, ml.p5en.48xlarge |
| Nova Pro | Training/Continued Pre-Training | Lanjutan Pre-Training (Model Dasar) | nova\_pro\_gpu\_p5x24\_pretrain.yaml | n/a | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-fine-tune-repo:HP-CPT-latest | ml.p5.48xlarge |
| Nova Pro | Training/Data augmentasi | Distilasi model untuk pasca pelatihan | nova\_pro\_r5\_cpu\_distill.yaml | n/a | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-distillation-repo:SM-TJ-DISTILL-LATEST | ml.r5.24xlarge |
| Nova Pro | Evaluation/Evaluate | Tolok ukur teks standar | nova\_pro\_p5\_48xl\_general\_text\_benchmark\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
| Nova Pro | Evaluation/Evaluate | Evaluasi dataset khusus | nova\_pro\_p5\_48xl\_bring\_your\_own\_dataset\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
| Nova Pro | Evaluation/Evaluate | Multi-modal tolok ukur | nova\_pro\_p5\_48xl\_general\_multi\_modal\_benchmark\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |
| Nova Pro | Evaluation/Evaluate | LLM sebagai Hakim | nova\_pro\_p5\_48xl\_llm\_judge\_eval.yaml | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-TJ-Eval-latest | 708977205387.dkr.ecr.us-east-1.amazonaws.com/nova-evaluation-repo:SM-HP-Eval-latest | ml.p5.48xlarge |