fix for faulty #1222 ("Add "lamb" to str2optimizer32bit") (#1240)

* Revert "Add `"lamb"` to `str2optimizer32bit`"

* Update bitsandbytes/functional.py

Author: younesbelkada

bitsandbytes/functional.py

@@ -27,128 +27,67 @@ def prod(iterable):
 if lib and lib.compiled_with_cuda:
     """C FUNCTIONS FOR OPTIMIZERS"""
     str2optimizer32bit = {
-        "adagrad": (
-            lib.cadagrad32bit_grad_fp32,
-            lib.cadagrad32bit_grad_fp16,
-        ),
         "adam": (
             lib.cadam32bit_grad_fp32,
             lib.cadam32bit_grad_fp16,
             lib.cadam32bit_grad_bf16,
         ),
-        "pagedadam": (
-            lib.cpagedadam32bit_grad_fp32,
-            lib.cpagedadam32bit_grad_fp16,
-            lib.cpagedadam32bit_grad_bf16,
-        ),
-        "adamw": (
-            lib.cadam32bit_grad_fp32,
-            lib.cadam32bit_grad_fp16,
-            lib.cadam32bit_grad_bf16,
-        ),
-        "pagedadamw": (
-            lib.cpagedadam32bit_grad_fp32,
-            lib.cpagedadam32bit_grad_fp16,
-            lib.cpagedadam32bit_grad_bf16,
-        ),
-        "lamb": (
-            lib.cadam32bit_grad_fp32,
-            lib.cadam32bit_grad_fp16,
+        "momentum": (
+            lib.cmomentum32bit_grad_32,
+            lib.cmomentum32bit_grad_16,
         ),
-        "lars": (
-            lib.clars32bit_grad_fp32,
-            lib.clars32bit_grad_fp16,
+        "rmsprop": (
+            lib.crmsprop32bit_grad_32,
+            lib.crmsprop32bit_grad_16,
         ),
         "lion": (
             lib.clion32bit_grad_fp32,
             lib.clion32bit_grad_fp16,
             lib.clion32bit_grad_bf16,
         ),
-        "momentum": (
-            lib.cmomentum32bit_grad_fp32,
-            lib.cmomentum32bit_grad_fp16,
+        "adagrad": (
+            lib.cadagrad32bit_grad_32,
+            lib.cadagrad32bit_grad_16,
         ),
-        "rmsprop": (
-            lib.crmsprop32bit_grad_fp32,
-            lib.crmsprop32bit_grad_fp16,
+        "lamb": (
+            lib.cadam32bit_grad_fp32,
+            lib.cadam32bit_grad_fp16,
         ),
     }
 
     str2optimizer8bit = {
-        "adagrad": (
-            lib.cadagrad8bit_grad_fp32,
-            lib.cadagrad8bit_grad_fp16,
-        ),
         "adam": (
-            lib.cadam_static_8bit_grad_fp32,
-            lib.cadam_static_8bit_grad_fp16,
+            lib.cadam_static_8bit_grad_32,
+            lib.cadam_static_8bit_grad_16,
         ),
-        "pagedadam": (
-            lib.cpagedadam8bit_grad_fp32,
-            lib.cpagedadam8bit_grad_fp16,
-            lib.cpagedadam8bit_grad_bf16,
+        "momentum": (
+            lib.cmomentum_static_8bit_grad_32,
+            lib.cmomentum_static_8bit_grad_16,
         ),
-        "adamw": (
-            lib.cadam_static_8bit_grad_fp32,
-            lib.cadam_static_8bit_grad_fp16,
+        "rmsprop": (
+            lib.crmsprop_static_8bit_grad_32,
+            lib.crmsprop_static_8bit_grad_16,
         ),
-        "pagedadamw": (
-            lib.cpagedadam8bit_grad_fp32,
-            lib.cpagedadam8bit_grad_fp16,
-            lib.cpagedadam8bit_grad_bf16,
+        "lion": (
+            lib.clion_static_8bit_grad_32,
+            lib.clion_static_8bit_grad_16,
         ),
         "lamb": (
-            lib.cadam_static_8bit_grad_fp32,
-            lib.cadam_static_8bit_grad_fp16,
+            lib.cadam_static_8bit_grad_32,
+            lib.cadam_static_8bit_grad_16,
         ),
         "lars": (
-            lib.clars8bit_grad_fp32,
-            lib.clars8bit_grad_fp16,
-        ),
-        "lion": (
-            lib.clion_static_8bit_grad_fp32,
-            lib.clion_static_8bit_grad_fp16,
-        ),
-        "momentum": (
-            lib.cmomentum_static_8bit_grad_fp32,
-            lib.cmomentum_static_8bit_grad_fp16,
-        ),
-        "rmsprop": (
-            lib.crmsprop_static_8bit_grad_fp32,
-            lib.crmsprop_static_8bit_grad_fp16,
+            lib.cmomentum_static_8bit_grad_32,
+            lib.cmomentum_static_8bit_grad_16,
         ),
     }
 
     str2optimizer8bit_blockwise = {
-        "adagrad": (
-            lib.cadagrad_8bit_blockwise_grad_fp32,
-            lib.cadagrad_8bit_blockwise_grad_fp16,
-        ),
         "adam": (
             lib.cadam_8bit_blockwise_grad_fp32,
             lib.cadam_8bit_blockwise_grad_fp16,
             lib.cadam_8bit_blockwise_grad_bf16,
         ),
-        "pagedadam": (
-            lib.cpagedadam8bit_blockwise_fp32,
-            lib.cpagedadam8bit_blockwise_fp16,
-            lib.cpagedadam8bit_blockwise_bf16,
-        ),
-        "adamw": (
-            lib.cadam_8bit_blockwise_grad_fp32,
-            lib.cadam_8bit_blockwise_grad_fp16,
-            lib.cadam_8bit_blockwise_grad_bf16,
-        ),
-        "pagedadamw": (
-            lib.cpagedadam8bit_blockwise_fp32,
-            lib.cpagedadam8bit_blockwise_fp16,
-            lib.cpagedadam8bit_blockwise_bf16,
-        ),
-        "lion": (
-            lib.clion_8bit_blockwise_grad_fp32,
-            lib.clion_8bit_blockwise_grad_fp16,
-            lib.clion_8bit_blockwise_grad_bf16,
-        ),
         "momentum": (
             lib.cmomentum_8bit_blockwise_grad_fp32,
             lib.cmomentum_8bit_blockwise_grad_fp16,
@@ -157,6 +96,15 @@ def prod(iterable):
             lib.crmsprop_8bit_blockwise_grad_fp32,
             lib.crmsprop_8bit_blockwise_grad_fp16,
         ),
+        "lion": (
+            lib.clion_8bit_blockwise_grad_fp32,
+            lib.clion_8bit_blockwise_grad_fp16,
+            lib.clion_8bit_blockwise_grad_bf16,
+        ),
+        "adagrad": (
+            lib.cadagrad_8bit_blockwise_grad_fp32,
+            lib.cadagrad_8bit_blockwise_grad_fp16,
+        ),
     }