diff --git a/mlperf_logging/rcp_checker/visualization_scripts/rcp_viewer.py b/mlperf_logging/rcp_checker/visualization_scripts/rcp_viewer.py
index cba24d70..21eceabf 100755
--- a/mlperf_logging/rcp_checker/visualization_scripts/rcp_viewer.py
+++ b/mlperf_logging/rcp_checker/visualization_scripts/rcp_viewer.py
@@ -13,6 +13,41 @@
 
 from  mlperf_logging.rcp_checker.rcp_checker import RCP_Checker
 
+def print_rcp_record(record):
+    print(f"{record['BS']},{record['RCP Mean']},{record['Min Epochs']}")
+
+# this should be a method of rcp_checker.RCP_Checker, but it's missing.
+# Instead we derived it from _find_min_rcp()
+def find_max_rcp(checker, rcp_pass_arg='pruned_rcps'):
+    '''Find RCP with the smallest batch size for a benchmark'''
+    max_bs = -1
+    max_record = None
+    rcp_data = checker._get_rcp_data(rcp_pass_arg)
+    for _, record_contents in rcp_data.items():
+        if record_contents['BS'] > max_bs:
+            max_record = record_contents
+            max_bs = record_contents['BS']
+    return max_record
+    
+# this should be a method of rcp_checker.RCP_Checker, but it's missing.
+# Instead we derived it by extracting parts of rcp_checker.check_directory()
+def get_rcp_record_for_bs(bs, checker, rcp_pass_arg='pruned_rcps'):
+    rcp_record = checker._find_rcp(bs, rcp_pass_arg)
+    if rcp_record is None:
+        # bs is not one of the generated sizes, so need to interpolate:
+        rcp_max = checker._find_bottom_max_rcp(bs, rcp_pass_arg)
+        if rcp_max is None:
+            raise RuntimeError("Error: no sufficiently large RCP bs found")
+        rcp_min = checker._find_top_min_rcp(bs, rcp_pass_arg)
+        if rcp_min is None:
+            # bs is smaller than the smallest rcp, so just use smallest rcp
+            rcp_record = checker._find_min_rcp(rcp_pass_arg)
+        else:
+            # interpolate
+            interp_record_name, interp_record = checker._create_interp_rcp(bs, rcp_min, rcp_max)
+            rcp_record = interp_record
+    return rcp_record
+    
 def main():
     parser = argparse.ArgumentParser(
         description='Parse rcps_.json file, prune, and print out rcp means and mins'
@@ -27,18 +62,32 @@ def main():
     parser.add_argument('--verbose', action='store_true')
     parser.add_argument('--unpruned', action='store_true',
                         help='print the unpruned rcps instead of the pruned')
+    parser.add_argument('--no-header', action='store_true',
+                        help='do not print the header line')
     parser.add_argument('--custom_rcps', type=argparse.FileType('r'),
                     help='specify an RCP json file to use')
+    parser.add_argument('--interpolate', action='store_true',
+                        help='generate interpolated rcp min/mean for all batch sizes')
+    
 
     args = parser.parse_args()
-    checker=RCP_Checker(args.usage, args.version, args.benchmark, args.verbose, args.custom_rcps)
-    data=checker.pruned_rcp_data
+    rcp_pass_arg='pruned_rcps'
     if (args.unpruned):
-        data=checker.rcp_data
+        rcp_pass_arg='full_rcps'
+
+    checker=RCP_Checker(args.usage, args.version, args.benchmark, args.verbose, args.custom_rcps)
+
+    if not args.no_header:
+        print("BS,Mean,Min")
 
-    print("BS,Mean,Min")
-    for key, record in data.items():
-        print(f"{record['BS']},{record['RCP Mean']},{record['Min Epochs']}")
+    if not args.interpolate:
+        data=checker._get_rcp_data(rcp_pass_arg)
+        for key, record in data.items():
+            print_rcp_record(record)
+    else:
+        for bs in range(checker._find_min_rcp(rcp_pass_arg)['BS'], find_max_rcp(checker, rcp_pass_arg)['BS']+1):
+            record = get_rcp_record_for_bs(bs, checker, rcp_pass_arg)
+            print_rcp_record(record)
 
 if __name__ == '__main__':
     main()