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40 changes: 40 additions & 0 deletions
40
plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/gpt_bigcode.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,40 @@ | ||
| # Copyright The FMS HF Tuning Authors | ||
| # | ||
| # Licensed under the Apache License, Version 2.0 (the "License"); | ||
| # you may not use this file except in compliance with the License. | ||
| # You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. | ||
|
|
||
| from fms_acceleration.model_patcher import ( | ||
| ModelPatcherRule, | ||
| ) | ||
|
|
||
| # Local | ||
| from ..kernels.unsloth.cross_entropy_loss import FastCrossEntropyLoss | ||
|
|
||
| def get_mp_rules(base_type: str): | ||
| """ | ||
| Function to access all patch rules in this module. | ||
| If it is a forward_builder rule with `base_type` in | ||
| its forward builder argument, wrap the forward_builder | ||
| function as a partial function with the base_type argument | ||
| """ | ||
| return [ | ||
| # TODO: have a generic version of this rule | ||
| # - get the module_name and reload on that | ||
| ModelPatcherRule( | ||
| rule_id="gpt-bigcode-cross-ent", | ||
| import_and_maybe_reload=( | ||
| "torch.nn.CrossEntropyLoss", | ||
| FastCrossEntropyLoss, | ||
| "transformers.models.gpt_bigcode.modeling_gpt_bigcode", | ||
| ), | ||
| ), | ||
| ] |
130 changes: 130 additions & 0 deletions
130
plugins/fused-ops-and-kernels/src/fms_acceleration_foak/models/granite.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,130 @@ | ||
| # Copyright The FMS HF Tuning Authors | ||
| # | ||
| # Licensed under the Apache License, Version 2.0 (the "License"); | ||
| # you may not use this file except in compliance with the License. | ||
| # You may obtain a copy of the License at | ||
| # | ||
| # http://www.apache.org/licenses/LICENSE-2.0 | ||
| # | ||
| # Unless required by applicable law or agreed to in writing, software | ||
| # distributed under the License is distributed on an "AS IS" BASIS, | ||
| # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. | ||
| # See the License for the specific language governing permissions and | ||
| # limitations under the License. | ||
|
|
||
| # Standard | ||
| from functools import partial | ||
|
|
||
| # Third Party | ||
| from fms_acceleration.model_patcher import ( | ||
| ModelPatcherRule, | ||
| ModelPatcherTrigger, | ||
| combine_functions, | ||
| combine_triggers, | ||
| ) | ||
| from transformers.models.granite.modeling_granite import ( | ||
| GraniteAttention, | ||
| GraniteMLP, | ||
| GraniteRMSNorm, | ||
| ) | ||
|
|
||
| # Local | ||
| from ..kernels.unsloth.cross_entropy_loss import FastCrossEntropyLoss | ||
| from ..kernels.unsloth.rms_layernorm import fast_rms_layernorm | ||
| from ..kernels.unsloth.rope_embedding import fast_rope_embedding | ||
| from .utils import KEY_MLP, KEY_O, KEY_QKV, build_lora_fused_ops, trigger_fused_ops | ||
|
|
||
|
|
||
| def get_mp_rules(base_type: str): | ||
| """ | ||
| Function to access all patch rules in this module. | ||
| If it is a forward_builder rule with `base_type` in | ||
| its forward builder argument, wrap the forward_builder | ||
| function as a partial function with the base_type argument | ||
| """ | ||
| return [ | ||
| # TODO: have a generic version of this rule | ||
| # - do regex on RMSNorm class name | ||
| # - check on the tensors required for fast_rms_layernorm | ||
| ModelPatcherRule( | ||
| rule_id="granite-rms", | ||
| trigger=ModelPatcherTrigger(check=GraniteRMSNorm), | ||
| forward=fast_rms_layernorm, | ||
| ), | ||
| # TODO: have a generic version of this rule | ||
| # - do regex on Attention class name | ||
| # - have a set of qkv / o module names and check on that | ||
| ModelPatcherRule( | ||
| rule_id="granite-qkvo", | ||
| trigger=combine_triggers( | ||
| ModelPatcherTrigger( | ||
| check=partial( | ||
| trigger_fused_ops, | ||
| attn_cls=GraniteAttention, | ||
| submodule_names=["q_proj", "k_proj", "v_proj"], | ||
| ) | ||
| ), | ||
| ModelPatcherTrigger( | ||
| check=partial( | ||
| trigger_fused_ops, | ||
| attn_cls=GraniteAttention, | ||
| submodule_names=["o_proj"], | ||
| ) | ||
| ), | ||
| logic="OR", | ||
| ), | ||
| forward_builder=combine_functions( | ||
| partial( | ||
| build_lora_fused_ops, | ||
| submodule_names=["q_proj", "k_proj", "v_proj"], | ||
| fused_op=KEY_QKV, | ||
| base_type=base_type, | ||
| ), | ||
| partial( | ||
| build_lora_fused_ops, | ||
| submodule_names=["o_proj"], | ||
| fused_op=KEY_O, | ||
| base_type=base_type, | ||
| ), | ||
| logic="APPEND", | ||
| ), | ||
| ), | ||
| ModelPatcherRule( | ||
| rule_id="granite-mlp", | ||
| trigger=ModelPatcherTrigger( | ||
| check=partial( | ||
| trigger_fused_ops, | ||
| attn_cls=GraniteMLP, | ||
| submodule_names=["up_proj", "down_proj", "gate_proj"], | ||
| ) | ||
| ), | ||
| forward_builder=partial( | ||
| build_lora_fused_ops, | ||
| submodule_names=["up_proj", "down_proj", "gate_proj"], | ||
| fused_op=KEY_MLP, | ||
| base_type=base_type, | ||
| ), | ||
| ), | ||
| # TODO: have a generic version of this rule | ||
| # - get the module_name and reload on that | ||
| ModelPatcherRule( | ||
| rule_id="granite-cross-ent", | ||
| import_and_maybe_reload=( | ||
| "torch.nn.CrossEntropyLoss", | ||
| FastCrossEntropyLoss, | ||
| "transformers.models.granite.modeling_granite", | ||
| ), | ||
| ), | ||
| # TODO: have a generic version of this rule | ||
| # - get the module name | ||
| # - check if "apply_rotary_pos_emb" exists | ||
| # - patch | ||
| ModelPatcherRule( | ||
| rule_id="granite-rope", | ||
| import_and_maybe_reload=( | ||
| "transformers.models.granite.modeling_granite.apply_rotary_pos_emb", | ||
| fast_rope_embedding, | ||
| None, | ||
| ), | ||
| ), | ||
| ] |
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