diff --git a/pdelfin/beakerpipeline.py b/pdelfin/beakerpipeline.py
index edc7bf2..05a496a 100644
--- a/pdelfin/beakerpipeline.py
+++ b/pdelfin/beakerpipeline.py
@@ -16,6 +16,7 @@
 import tempfile
 import random
 import re
+import torch
 
 from tqdm import tqdm
 from io import BytesIO
@@ -282,6 +283,7 @@ async def process_page(args, session: aiohttp.ClientSession, worker_id: int, pdf
     
     exponential_backoffs = 0
     local_anchor_text_len = args.target_anchor_text_len
+    local_image_rotation = 0
     attempt = 0
     await tracker.track_work(worker_id, f"{pdf_s3_path}-{page_num}", "started")
 
@@ -290,7 +292,8 @@ async def process_page(args, session: aiohttp.ClientSession, worker_id: int, pdf
             pdf_local_path,
             page_num,
             args.target_longest_image_dim,
-            local_anchor_text_len
+            local_anchor_text_len,
+            image_rotation=local_image_rotation
         )
 
         try:
@@ -505,7 +508,11 @@ async def sglang_server_task(args, semaphore):
         with open(os.path.join(model_cache_dir, "config.json"), "w") as cfout:
             json.dump(config_data, cfout)
 
-    proc = await asyncio.create_subprocess_exec(
+    # Check GPU memory, lower mem devices need a bit less KV cache space because the VLM takes additional memory
+    gpu_memory = torch.cuda.get_device_properties(0).total_memory / (1024**3)  # Convert to GB
+    mem_fraction_arg = ["--mem-fraction-static", "0.8"] if gpu_memory < 60 else []
+
+    cmd = [
         "python3",
         "-m", "sglang.launch_server",
         "--model-path", model_cache_dir,
@@ -513,6 +520,11 @@ async def sglang_server_task(args, semaphore):
         # "--context-length", str(args.model_max_context),  # Commented out due to crashes
         "--port", str(SGLANG_SERVER_PORT),
         "--log-level-http", "warning",
+    ]
+    cmd.extend(mem_fraction_arg)
+
+    proc = await asyncio.create_subprocess_exec(
+        *cmd,
         stdout=asyncio.subprocess.PIPE,
         stderr=asyncio.subprocess.PIPE,
     )
@@ -525,11 +537,10 @@ def _kill_proc():
 
     # Shared variables between tasks
     last_running_req, last_queue_req = 0, 0
-    can_release_automatically = False
     last_semaphore_release = time.time()
 
     async def process_line(line):
-        nonlocal last_running_req, last_queue_req, can_release_automatically, last_semaphore_release
+        nonlocal last_running_req, last_queue_req, last_semaphore_release
         sglang_logger.info(line)
 
         if "Detected errors during sampling" in line:
@@ -539,22 +550,11 @@ async def process_line(line):
         match = re.search(r'#running-req: (\d+)', line)
         if match:
             last_running_req = int(match.group(1))
-            if last_running_req > 0:
-                can_release_automatically = True
 
         match = re.search(r'#queue-req: (\d+)', line)
         if match:
-            queue_req = int(match.group(1))
-            logger.info(f"sglang running req: {last_running_req} queue req: {queue_req}")
-
-            if last_queue_req != 0 and queue_req == 0:
-                # Release the semaphore when queue_req transitions from non-zero to zero
-                if semaphore.locked():
-                    semaphore.release()
-                    last_semaphore_release = time.time()
-                    logger.info("Semaphore released, allowing a worker to proceed.")
-
-            last_queue_req = queue_req
+            last_queue_req = int(match.group(1))
+            logger.info(f"sglang running req: {last_running_req} queue req: {last_queue_req}")
 
     async def read_stream(stream):
         while True:
@@ -565,16 +565,14 @@ async def read_stream(stream):
             await process_line(line)
 
     async def timeout_task():
-        nonlocal last_running_req, last_queue_req, can_release_automatically, last_semaphore_release
+        nonlocal last_running_req, last_queue_req, last_semaphore_release
         try:
             while True:
                 await asyncio.sleep(1)
-                if (last_queue_req == 0 and can_release_automatically and
-                        time.time() - last_semaphore_release > 30 and semaphore.locked()):
+                if last_queue_req == 0 and time.time() - last_semaphore_release > 30 and semaphore.locked():
                     semaphore.release()
                     last_semaphore_release = time.time()
-                    can_release_automatically = False
-                    logger.info("Semaphore released due to timeout, allowing a worker to proceed.")
+                    logger.info("Semaphore released, allowing a worker to proceed.")
         except asyncio.CancelledError:
             pass  # Clean up if the task is cancelled
 
@@ -868,6 +866,7 @@ async def main():
     # TODO
     # - Refactor the work queue into its own file so it's reusable and generic, and it makes temporary work files (prevent issue where if a work item is done, then it stalls because queue was just emptied)
     # - Fix the queue release mechanism so that it just does a timeout, based on zero queue size only, so you don't block things
+    # - Add logging of failed pages and have the stats function read them
     # - Add the page rotation check and mechanism
     # - Sglang commit a fix for the context length issue
     # - Get a solid benchmark on the stream vs non stream approach