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10 changes: 5 additions & 5 deletions src/baseline.py
Original file line number Diff line number Diff line change
Expand Up @@ -24,7 +24,7 @@ def baseline_step(baseline_state, baseline_cores_available, baseline_running_job
new_jobs_cores: List of cores per node required per job
baseline_next_empty_slot: Index of next empty slot in baseline queue
next_job_id: Next available job ID
metrics: Dictionary to update with baseline job metrics
metrics: MetricsTracker object to update with baseline job metrics
env_print: Print function for logging

Returns:
Expand All @@ -38,8 +38,8 @@ def baseline_step(baseline_state, baseline_cores_available, baseline_running_job
job_queue_2d, new_jobs_count, new_jobs_durations,
new_jobs_nodes, new_jobs_cores, baseline_next_empty_slot
)
metrics['baseline_jobs_submitted'] += len(new_baseline_jobs)
metrics['baseline_jobs_rejected_queue_full'] += (new_jobs_count - len(new_baseline_jobs))
metrics.baseline_jobs_submitted += len(new_baseline_jobs)
metrics.baseline_jobs_rejected_queue_full += (new_jobs_count - len(new_baseline_jobs))

_, baseline_next_empty_slot, _, next_job_id = assign_jobs_to_available_nodes(
job_queue_2d, baseline_state['nodes'], baseline_cores_available,
Expand All @@ -52,8 +52,8 @@ def baseline_step(baseline_state, baseline_cores_available, baseline_running_job
num_unprocessed_jobs = np.sum(job_queue_2d[:, 0] > 0)

# Track baseline max queue size
if num_unprocessed_jobs > metrics['baseline_max_queue_size_reached']:
metrics['baseline_max_queue_size_reached'] = num_unprocessed_jobs
if num_unprocessed_jobs > metrics.baseline_max_queue_size_reached:
metrics.baseline_max_queue_size_reached = num_unprocessed_jobs

baseline_state['job_queue'] = job_queue_2d.flatten()

Expand Down
41 changes: 2 additions & 39 deletions src/environment.py
Original file line number Diff line number Diff line change
Expand Up @@ -306,29 +306,11 @@ def step(self, action):
# Assign jobs to available nodes
self.env_print(f"[4] Assigning jobs to available nodes...")

# Create metrics dict for job assignment
job_metrics = {
'jobs_completed': self.metrics.jobs_completed,
'total_job_wait_time': self.metrics.total_job_wait_time,
'jobs_dropped': self.metrics.jobs_dropped,
'dropped_this_episode': self.metrics.dropped_this_episode,
'baseline_jobs_completed': self.metrics.baseline_jobs_completed,
'baseline_total_job_wait_time': self.metrics.baseline_total_job_wait_time,
'baseline_jobs_dropped': self.metrics.baseline_jobs_dropped,
'baseline_dropped_this_episode': self.metrics.baseline_dropped_this_episode,
}

num_launched_jobs, self.next_empty_slot, num_dropped_this_step, self.next_job_id = assign_jobs_to_available_nodes(
job_queue_2d, self.state['nodes'], self.cores_available, self.running_jobs,
self.next_empty_slot, self.next_job_id, job_metrics, is_baseline=False
self.next_empty_slot, self.next_job_id, self.metrics, is_baseline=False
)

# Update metrics from job_metrics dict
self.metrics.jobs_completed = job_metrics['jobs_completed']
self.metrics.total_job_wait_time = job_metrics['total_job_wait_time']
self.metrics.jobs_dropped = job_metrics['jobs_dropped']
self.metrics.dropped_this_episode = job_metrics['dropped_this_episode']

self.env_print(f" {num_launched_jobs} jobs launched")

# Calculate node utilization stats
Expand All @@ -353,31 +335,12 @@ def step(self, action):
self.env_print(f"[5] Calculating reward...")

# Baseline step
baseline_metrics = {
'baseline_jobs_submitted': self.metrics.baseline_jobs_submitted,
'baseline_jobs_rejected_queue_full': self.metrics.baseline_jobs_rejected_queue_full,
'baseline_jobs_completed': self.metrics.baseline_jobs_completed,
'baseline_total_job_wait_time': self.metrics.baseline_total_job_wait_time,
'baseline_jobs_dropped': self.metrics.baseline_jobs_dropped,
'baseline_dropped_this_episode': self.metrics.baseline_dropped_this_episode,
'baseline_max_queue_size_reached': self.metrics.baseline_max_queue_size_reached,
}

baseline_cost, baseline_cost_off, self.baseline_next_empty_slot, self.next_job_id = baseline_step(
self.baseline_state, self.baseline_cores_available, self.baseline_running_jobs,
current_price, new_jobs_count, new_jobs_durations, new_jobs_nodes, new_jobs_cores,
self.baseline_next_empty_slot, self.next_job_id, baseline_metrics, self.env_print
self.baseline_next_empty_slot, self.next_job_id, self.metrics, self.env_print
)

# Update metrics from baseline_metrics dict
self.metrics.baseline_jobs_submitted = baseline_metrics['baseline_jobs_submitted']
self.metrics.baseline_jobs_rejected_queue_full = baseline_metrics['baseline_jobs_rejected_queue_full']
self.metrics.baseline_jobs_completed = baseline_metrics['baseline_jobs_completed']
self.metrics.baseline_total_job_wait_time = baseline_metrics['baseline_total_job_wait_time']
self.metrics.baseline_jobs_dropped = baseline_metrics['baseline_jobs_dropped']
self.metrics.baseline_dropped_this_episode = baseline_metrics['baseline_dropped_this_episode']
self.metrics.baseline_max_queue_size_reached = baseline_metrics['baseline_max_queue_size_reached']

self.metrics.baseline_cost += baseline_cost
self.metrics.baseline_cost_off += baseline_cost_off

Expand Down
18 changes: 9 additions & 9 deletions src/job_management.py
Original file line number Diff line number Diff line change
Expand Up @@ -111,7 +111,7 @@ def assign_jobs_to_available_nodes(job_queue_2d, nodes, cores_available, running
running_jobs: Dictionary of currently running jobs
next_empty_slot: Index of next empty slot in queue
next_job_id: Next available job ID
metrics: Dictionary to update with job completion metrics
metrics: MetricsTracker object to update with job completion metrics
is_baseline: Whether this is baseline simulation

Returns:
Expand Down Expand Up @@ -154,11 +154,11 @@ def assign_jobs_to_available_nodes(job_queue_2d, nodes, cores_available, running

# Track job completion and wait time
if is_baseline:
metrics['baseline_jobs_completed'] += 1
metrics['baseline_total_job_wait_time'] += job_age
metrics.baseline_jobs_completed += 1
metrics.baseline_total_job_wait_time += job_age
else:
metrics['jobs_completed'] += 1
metrics['total_job_wait_time'] += job_age
metrics.jobs_completed += 1
metrics.total_job_wait_time += job_age

num_processed_jobs += 1
continue
Expand All @@ -176,11 +176,11 @@ def assign_jobs_to_available_nodes(job_queue_2d, nodes, cores_available, running
num_dropped += 1

if is_baseline:
metrics['baseline_jobs_dropped'] += 1
metrics['baseline_dropped_this_episode'] += 1
metrics.baseline_jobs_dropped += 1
metrics.baseline_dropped_this_episode += 1
else:
metrics['jobs_dropped'] += 1
metrics['dropped_this_episode'] += 1
metrics.jobs_dropped += 1
metrics.dropped_this_episode += 1
else:
job_queue_2d[job_idx][1] = new_age

Expand Down