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Ricette Amazon Nova
Puoi ottenere una ricetta Amazon Nova dall'archivio delle ricette
Puoi anche accedere alle ricette di Amazon Nova tramite Amazon SageMaker Studio e accedendo al Model Hub AWS, selezionando ed esplorando i modelli Amazon Nova per trovare le ricette associate. Sia Amazon SageMaker Studio che Amazon forniscono taccuini di esempio per ogni ricetta, che includono tutti i passaggi necessari per modificare le ricette ed eseguire lavori di personalizzazione utilizzando lavori o ambienti di SageMaker formazione. SageMaker HyperPod
Per accedere alle pagine delle ricette in Amazon SageMaker Studio, il ruolo di esecuzione deve disporre delle seguenti autorizzazioni.
Per eseguire i taccuini di esempio durante i lavori di SageMaker formazione, utilizza una delle seguenti versioni delle immagini di SageMaker distribuzione:2.7.1+,,,. 2.8.0+ 3.2.1+ 3.3.0+ Questo vale sia per Amazon SageMaker Studio che per.
Argomenti
Recupero di ricette Amazon Nova
Per ottenere una ricetta base di Amazon Nova, clona l'archivio delle ricette
git clone https://github.com/aws/sagemaker-hyperpod-recipes.git
Le ricette di base sono disponibili in recipes_collection/recipes/
cd recipes_collection/recipes/
Le ricette di personalizzazione di Amazon Nova si trovano nelle seguenti cartelle.
| Recipe type | Cartella |
|---|---|
| SFT (a dimensionalità completa e PEFT), PPO, DPO (a dimensionalità completa e PEFT) | fine-tuning/nova |
| Valutazione | evaluation/nova |
| CPT | training/nova |
Ottenere le ricette di Amazon Nova Forge
Per accedere a ricette specializzate di Amazon Nova Forge per i lavori, configura il tuo accesso ad Amazon Nova Forge e segui questo workshop
Modelli e algoritmi disponibili
La tabella seguente riassume la disponibilità della personalizzazione per i modelli Amazon Nova e gli algoritmi supportati che utilizzano. SageMaker
Nome modello |
ID modello |
Fine-tuning |
Note |
|---|---|---|---|
Amazon Nova Lite 2.0 |
amazon.nova-2-lite-v1:0:256k |
Sì |
|
Amazon Nova Lite
La tabella seguente elenca informazioni dettagliate sul riferimento alle ricette di Amazon Nova Lite.
| Modello | Categoria/Sottocategoria | Tecnica | Nome della ricetta | URI dell'immagine (Training Jobs) | URI dell'immagine (SageMaker HyperPod) | Istanza di calcolo |
|---|---|---|---|---|---|---|
| Nova Lite | Training/Fine-tuning | Fine-tuning supervisionato (LoRA) |
|
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 |
|
| Nova Lite | Training/Fine-tuning | Fine-tuning supervisionato (completo) | 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 | Ottimizzazione diretta delle preferenze (completa) | 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 | Ottimizzazione diretta delle preferenze (LoRA) |
|
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 |
|
| Nova Lite | Training/Reinforcement learning | Ottimizzazione precisa del rinforzo (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 | Preaddestramento continuo (modello di base) | 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 | Benchmark testuali standard | 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 | Valutazione dei set di dati personalizzati | 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 | Benchmark multimodali | 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-as-a-judge | 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 Micro
La tabella seguente elenca informazioni dettagliate sul riferimento alle ricette di Amazon Nova Micro.
| Modello | Categoria/Sottocategoria | Tecnica | Nome della ricetta | URI dell'immagine (Training Jobs) | URI dell'immagine (SageMaker HyperPod) | Istanza di calcolo |
|---|---|---|---|---|---|---|
| Nova Micro | Training/Fine-tuning | Fine-tuning supervisionato (LoRA) |
|
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 |
|
| Nova Micro | Training/Fine-tuning | Fine-tuning supervisionato (completo) |
|
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 |
|
| Nova Micro | Training/Fine-tuning | Ottimizzazione diretta delle preferenze (LoRA) |
|
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 |
|
| Nova Micro | Training/Fine-tuning | Ottimizzazione diretta delle preferenze (completa) | 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 Micro | Training/Reinforcement learning | Ottimizzazione precisa del rinforzo (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 Micro | Training/Continued Pre-Training | Preaddestramento continuo (modello di base) | 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 Micro | Evaluation/Evaluate | Benchmark testuale generale | 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 Micro | Evaluation/Evaluate | Benchmark Bring Your Own Dataset (gen_qa) | 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 Micro | Evaluation/Evaluate | LLM-as-a-judge | 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
La tabella seguente elenca informazioni dettagliate sul riferimento alle ricette di Amazon Nova Pro.
| Modello | Categoria/Sottocategoria | Tecnica | Nome della ricetta | URI dell'immagine (Training Jobs) | URI dell'immagine (SageMaker HyperPod) | Istanza di calcolo |
|---|---|---|---|---|---|---|
| Nova Pro | Training/Fine-tuning | Fine-tuning supervisionato (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 | Fine-tuning supervisionato (completo) | 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 | Ottimizzazione diretta delle preferenze (completa) | 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 | Ottimizzazione diretta delle preferenze (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 learning | Ottimizzazione precisa del rinforzo (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 | Preaddestramento continuo (modello di base) | 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 augmentation | Distillazione di modelli per il post-addestramento | 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 | Benchmark testuali standard | 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 | Valutazione dei set di dati personalizzati | 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 | Benchmark multimodali | 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-as-a-judge | 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 |