Add extra things to job submit to be similar to launch

src/lattice/routes/jobs/routes.py

@@ -14,6 +14,8 @@
 import queue
 import threading
 from werkzeug.utils import secure_filename
+from sqlalchemy.orm import Session
+from config import get_db
 from models import (
     JobQueueResponse,
     JobLogsResponse,
@@ -400,9 +402,11 @@ async def submit_job_to_cluster(
     dir_name: Optional[str] = Form(None),
     uploaded_dir_path: Optional[str] = Form(None),
     num_nodes: Optional[int] = Form(None),
+    tlab_job_id: Optional[str] = Form(None),
     yaml_file: Optional[UploadFile] = File(None),
     user: dict = Depends(get_user_or_api_key),
     scope_check: dict = Depends(require_scope("compute:write")),
+    db: Session = Depends(get_db),
 ):
     try:
         # Parse YAML configuration if provided
@@ -445,6 +449,7 @@ async def submit_job_to_cluster(
             "job_name": job_name,
             "dir_name": dir_name,
             "num_nodes": num_nodes,
+            "tlab_job_id": tlab_job_id,
         }
 
         # Override with YAML values where form parameters are None (excluding resource fields)
@@ -478,6 +483,7 @@ async def submit_job_to_cluster(
         job_name = final_config["job_name"]
         dir_name = final_config["dir_name"]
         num_nodes = final_config["num_nodes"]
+        tlab_job_id = final_config["tlab_job_id"]
 
         file_mounts = None
 
@@ -503,8 +509,96 @@ async def submit_job_to_cluster(
             # Mount the entire directory at ~/<base_name>
             file_mounts = {f"~/{base_name}": uploaded_dir_path}
 
+        # Initialize hook environment variables
+        hook_env_vars = {}
+
+        # Handle launch hooks for the organization
+        organization_id = user.get("organization_id")
+        if organization_id:
+            from db.db_models import LaunchHook, LaunchHookFile, TeamMembership
+
+            # Get user's team ID
+            user_team = (
+                db.query(TeamMembership)
+                .filter(
+                    TeamMembership.organization_id == organization_id,
+                    TeamMembership.user_id == user.get("id"),
+                )
+                .first()
+            )
+            user_team_id = user_team.team_id if user_team else None
+
+            # Get all active launch hooks for the organization
+            active_hooks = (
+                db.query(LaunchHook)
+                .filter(
+                    LaunchHook.organization_id == organization_id,
+                    LaunchHook.is_active == True,  # noqa: E712
+                )
+                .all()
+            )
+
+            # Filter hooks based on team access
+            accessible_hooks = []
+            for hook in active_hooks:
+                # If no team restrictions (allowed_team_ids is None), hook is accessible to all
+                if hook.allowed_team_ids is None:
+                    accessible_hooks.append(hook)
+                # If user has no team, they can't access team-restricted hooks
+                elif user_team_id is None:
+                    continue
+                # If user's team is in the allowed list, they can access the hook
+                elif user_team_id in hook.allowed_team_ids:
+                    accessible_hooks.append(hook)
+
+            if accessible_hooks:
+                # Initialize file_mounts if not already set
+                if file_mounts is None:
+                    file_mounts = {}
+
+                # Collect all setup commands and environment variables from accessible hooks
+                hook_setup_commands = []
+
+                for hook in accessible_hooks:
+                    # Add setup commands from this hook
+                    if hook.setup_commands:
+                        hook_setup_commands.append(hook.setup_commands)
+
+                    # Collect environment variables from this hook
+                    if hook.env_vars and isinstance(hook.env_vars, dict):
+                        hook_env_vars.update(hook.env_vars)
+
+                    # Get files for this hook
+                    hook_files = (
+                        db.query(LaunchHookFile)
+                        .filter(
+                            LaunchHookFile.launch_hook_id == hook.id,
+                            LaunchHookFile.is_active == True,  # noqa: E712
+                        )
+                        .all()
+                    )
+
+                    # Mount each file to ~/hooks/<filename>
+                    for hook_file in hook_files:
+                        if os.path.exists(hook_file.file_path):
+                            mount_path = f"~/hooks/{hook_file.original_filename}"
+                            file_mounts[mount_path] = hook_file.file_path
+
+                # Prepend hook setup commands to the main setup commands
+                if hook_setup_commands:
+                    combined_setup = ";".join(hook_setup_commands)
+                    if setup:
+                        setup = f"{combined_setup};{setup}"
+                    else:
+                        setup = combined_setup
+
+        # Set _TFL_JOB_ID environment variable if tlab_job_id is provided
+        if tlab_job_id:
+            hook_env_vars["_TFL_JOB_ID"] = tlab_job_id
+
         command = command.replace("\r", "")
-        setup = setup.replace("\r", "")
+        if setup:
+            setup = setup.replace("\r", "")
 
         # Apply secure_filename to job_name if provided
         secure_job_name = None
@@ -516,6 +610,42 @@ async def submit_job_to_cluster(
             cluster_name, user["id"], user["organization_id"]
         )
 
+        # Handle mandatory storage mounts (skip for RunPod clusters)
+        storage_mounts = {}
+        platform_info = get_cluster_platform_info_util(actual_cluster_name)
+        is_runpod = False
+        if platform_info and platform_info.get("platform"):
+            platform = platform_info["platform"]
+            if platform == "multi-cloud":
+                from routes.instances.utils import (
+                    determine_actual_cloud_from_skypilot_status,
+                )
+
+                # Determine the actual cloud used by SkyPilot
+                actual_platform = determine_actual_cloud_from_skypilot_status(
+                    actual_cluster_name
+                )
+                platform = actual_platform if actual_platform else platform
+            is_runpod = platform == "runpod"
+
+        if (
+            not is_runpod
+            and os.getenv("TRANSFORMERLAB_BUCKET_NAME")
+            and os.getenv("TRANSFORMERLAB_BUCKET_SOURCE")
+        ):
+            import sky
+
+            transformerlab_bucket = sky.Storage(
+                name=os.getenv("TRANSFORMERLAB_BUCKET_NAME"),
+                mode=sky.StorageMode.MOUNT,
+                source=os.getenv("TRANSFORMERLAB_BUCKET_SOURCE"),
+                persistent=True,
+            )
+            storage_mounts["/workspace"] = transformerlab_bucket
+            print(
+                f"[Jobs] Added mandatory transformerlab bucket: {transformerlab_bucket}"
+            )
+
         # Default num_nodes to 1 if not provided or invalid
         try:
             if num_nodes is None:
@@ -539,6 +669,8 @@ async def submit_job_to_cluster(
             zone=zone,
             job_name=secure_job_name,
             num_nodes=effective_num_nodes,
+            env_vars=hook_env_vars,
+            storage_mounts=storage_mounts,
         )
 
         # Record usage event

src/lattice/routes/jobs/utils.py

@@ -133,6 +133,8 @@ def submit_job_to_existing_cluster(
     zone: Optional[str] = None,
     job_name: Optional[str] = None,
     num_nodes: Optional[int] = None,
+    env_vars: Optional[dict] = None,
+    storage_mounts: Optional[dict] = None,
 ):
     try:
         # Create job name with metadata if it's a special job type
@@ -148,14 +150,24 @@ def submit_job_to_existing_cluster(
         except Exception:
             effective_num_nodes = 1
 
+        # Prepare environment variables
+        envs = None
+        if env_vars and isinstance(env_vars, dict):
+            envs = env_vars.copy()
+
         task = sky.Task(
             name=final_job_name,
             run=command,
             setup=setup,
             num_nodes=effective_num_nodes,
+            envs=envs,
         )
         if file_mounts:
             task.set_file_mounts(file_mounts)
+
+        # Set storage mounts if provided
+        if storage_mounts:
+            task.set_storage_mounts(storage_mounts)
 
         resources_kwargs = {}
         if cpus: