Path	Lines of Code
use-cases/inferencing/batch-inference/manifests/job.yaml	47
use-cases/inferencing/batch-inference/src/cloudbuild.yaml	12
use-cases/inferencing/batch-inference/src/run_batch_predictions.py	86
use-cases/inferencing/benchmark/manifests/locust-master-controller.yaml	42
use-cases/inferencing/benchmark/manifests/locust-master-service.yaml	33
use-cases/inferencing/benchmark/manifests/locust-worker-controller.yaml	29
use-cases/inferencing/benchmark/src/cloudbuild.yaml	12
use-cases/inferencing/benchmark/src/tasks.py	59
use-cases/inferencing/cost-optimization/gcsfuse/manifests/model-deployment-a100-dws.yaml	90
use-cases/inferencing/cost-optimization/gcsfuse/manifests/model-deployment-tuned-a100-dws.yaml	116
use-cases/inferencing/cost-optimization/gcsfuse/manifests/provisioning-request-a100.yaml	43
use-cases/inferencing/cost-optimization/gcsfuse/manifests/provisioning-request-tuned-a100.yaml	43
use-cases/inferencing/serving/vllm/autoscaling/manifests/hpa-gpu-metrics.yaml	22
use-cases/inferencing/serving/vllm/autoscaling/manifests/hpa-vllm-openai-batch-size.yaml	19
use-cases/inferencing/serving/vllm/autoscaling/manifests/hpa-vllm-openai-queue-size.yaml	19
use-cases/inferencing/serving/vllm/gcsfuse/manifests/gradio.yaml	64
use-cases/inferencing/serving/vllm/gcsfuse/manifests/model-deployment-a100.yaml	93
use-cases/inferencing/serving/vllm/gcsfuse/manifests/model-deployment-h100.yaml	93
use-cases/inferencing/serving/vllm/gcsfuse/manifests/model-deployment-l4.yaml	93
use-cases/inferencing/serving/vllm/hyperdisk-ml/manifests/gradio.yaml	64
use-cases/inferencing/serving/vllm/hyperdisk-ml/manifests/model-deployment-a100.yaml	88
use-cases/inferencing/serving/vllm/hyperdisk-ml/manifests/model-deployment-h100.yaml	88
use-cases/inferencing/serving/vllm/hyperdisk-ml/manifests/model-deployment-l4.yaml	88
use-cases/inferencing/serving/vllm/hyperdisk-ml/manifests/volume-prep/downloads-persistent-volume-claim.yaml	12
use-cases/inferencing/serving/vllm/hyperdisk-ml/manifests/volume-prep/job.yaml	63
use-cases/inferencing/serving/vllm/hyperdisk-ml/manifests/volume-prep/persistent-volume-claim.yaml	16
use-cases/inferencing/serving/vllm/hyperdisk-ml/manifests/volume-prep/persistent-volume.yaml	28
use-cases/inferencing/serving/vllm/metrics/manifests/pod-monitoring.yaml	15
use-cases/inferencing/serving/vllm/persistent-disk/manifests/gradio.yaml	64
use-cases/inferencing/serving/vllm/persistent-disk/manifests/model-deployment-a100.yaml	88
use-cases/inferencing/serving/vllm/persistent-disk/manifests/model-deployment-h100.yaml	88
use-cases/inferencing/serving/vllm/persistent-disk/manifests/model-deployment-l4.yaml	88
use-cases/inferencing/serving/vllm/persistent-disk/manifests/volume-prep/downloads-persistent-volume-claim.yaml	12
use-cases/inferencing/serving/vllm/persistent-disk/manifests/volume-prep/job.yaml	63
use-cases/inferencing/serving/vllm/persistent-disk/manifests/volume-prep/persistent-volume-claim.yaml	16
use-cases/inferencing/serving/vllm/persistent-disk/manifests/volume-prep/persistent-volume.yaml	28
use-cases/model-fine-tuning-pipeline/data-preparation/gemma-it/manifests/job.yaml	46
use-cases/model-fine-tuning-pipeline/data-preparation/gemma-it/src/cloudbuild.yaml	12
use-cases/model-fine-tuning-pipeline/data-preparation/gemma-it/src/dataprep.py	277
use-cases/model-fine-tuning-pipeline/data-preparation/gemma-it/src/openai_credentials_refresher.py	36
use-cases/model-fine-tuning-pipeline/data-processing/ray/manifests/job.yaml	36
use-cases/model-fine-tuning-pipeline/data-processing/ray/src/cloudbuild.yaml	12
use-cases/model-fine-tuning-pipeline/data-processing/ray/src/preprocessing_finetuning.py	101
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/manifests/fine-tune-a100-dws.yaml	116
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/manifests/fine-tune-h100-dws.yaml	117
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/manifests/fine-tune-l4-dws.yaml	114
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/manifests/provisioning-request-a100.yaml	43
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/manifests/provisioning-request-h100.yaml	43
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/manifests/provisioning-request-l4.yaml	43
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/src/cloudbuild.yaml	13
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/src/fine_tune.py	261
use-cases/model-fine-tuning-pipeline/fine-tuning/pytorch/src/fsdp_config.yaml	27
use-cases/model-fine-tuning-pipeline/model-eval/manifests/deployment-a100.yaml	94
use-cases/model-fine-tuning-pipeline/model-eval/manifests/deployment-l4.yaml	94
use-cases/model-fine-tuning-pipeline/model-eval/manifests/job.yaml	47
use-cases/model-fine-tuning-pipeline/model-eval/manifests/transfer-to-gcs.yaml	33
use-cases/model-fine-tuning-pipeline/model-eval/src/cloudbuild.yaml	12
use-cases/model-fine-tuning-pipeline/model-eval/src/validate_fine_tuned_model.py	157
use-cases/prerequisites/manifests/provisioning-request-llama-transfer-a100.yaml	43
use-cases/prerequisites/manifests/transfer-llama-to-gcs-a100-dws.yaml	65
use-cases/prerequisites/manifests/transfer-to-gcs.yaml	33
use-cases/rag-pipeline/alloy-db-setup/manifests/job-initialize-database.yaml	49
use-cases/rag-pipeline/alloy-db-setup/manifests/job-populate-table.yaml	49
use-cases/rag-pipeline/alloy-db-setup/src/alloydb_connect.py	43
use-cases/rag-pipeline/alloy-db-setup/src/cloudbuild.yaml	12
use-cases/rag-pipeline/alloy-db-setup/src/database.py	127
use-cases/rag-pipeline/alloy-db-setup/src/db_setup.py	100
use-cases/rag-pipeline/alloy-db-setup/src/get_emb.py	85
use-cases/rag-pipeline/alloy-db-setup/src/table.py	126
use-cases/rag-pipeline/backend/manifests/curl.yaml	30
use-cases/rag-pipeline/backend/manifests/deployment.yaml	173
use-cases/rag-pipeline/backend/src/alloydb_connect.py	41
use-cases/rag-pipeline/backend/src/backend_service.py	166
use-cases/rag-pipeline/backend/src/cloudbuild.yaml	12
use-cases/rag-pipeline/backend/src/generate_embeddings.py	118
use-cases/rag-pipeline/backend/src/prompt_helper.py	17
use-cases/rag-pipeline/backend/src/rerank.py	43
use-cases/rag-pipeline/backend/src/semantic_search.py	72
use-cases/rag-pipeline/data-preprocessing/manifests/job.yaml	36
use-cases/rag-pipeline/data-preprocessing/src/cloudbuild.yaml	12
use-cases/rag-pipeline/data-preprocessing/src/preprocessing_rag.py	102
use-cases/rag-pipeline/embedding-models/multimodal-embedding/manifests/curl.yaml	34
use-cases/rag-pipeline/embedding-models/multimodal-embedding/manifests/deployment.yaml	58
use-cases/rag-pipeline/embedding-models/multimodal-embedding/src/blip2_server.py	173
use-cases/rag-pipeline/embedding-models/multimodal-embedding/src/cloudbuild.yaml	12
use-cases/rag-pipeline/frontend/manifests/deployment.yaml	43
use-cases/rag-pipeline/frontend/src/cloudbuild.yaml	12
use-cases/rag-pipeline/frontend/src/interface.py	71
use-cases/rag-pipeline/instruction-tuned-model/manifests/curl.yaml	39
use-cases/rag-pipeline/instruction-tuned-model/manifests/it-model-deployment.yaml	85