update readme on src/llmcompressor/transformers/finetune/README.md, n…

…o support for FSDP

Signed-off-by: George Ohashi <[email protected]>

src/llmcompressor/transformers/finetune/README.md

@@ -1,45 +1,5 @@
 # Sparse Finetuning
 
-## Launching from Console Scripts
-
-### with DataParallel (default)
-
-```bash
-llmcompressor.transformers.text_generation.train
-    --model PATH_TO_MODEL
-    --distill_teacher PATH_TO_TEACHER
-    --dataset DATASET_NAME
-    --recipe PATH_TO_RECIPE
-    --output_dir PATH_TO_OUTPUT
-    --num_train_epochs 1
-    --splits "train"
-```
-
-Also supported:
-
-* `llmcompressor.transformers.text_generation.finetune` (alias for train)
-* `llmcompressor.transformers.text_generation.oneshot`
-* `llmcompressor.transformers.text_generation.eval`
-* `llmcompressor.transformers.text_generation.apply`(for running in sequential stage mode)
-* `llmcompressor.transformers.text_generation.compress` (alias for apply)
-
-### with FSDP
-
-```bash
-accelerate launch 
-    --config_file example_fsdp_config.yaml 
-    --no_python llmcompressor.transformers.text_generation.finetune
-    --model PATH_TO_MODEL
-    --distill_teacher PATH_TO_TEACHER
-    --dataset DATASET_NAME
-    --recipe PATH_TO_RECIPE
-    --output_dir PATH_TO_OUTPUT
-    --num_train_epochs 1
-    --splits "train"
-```
-
-See [configure_fsdp.md](../../../../examples/finetuning/configure_fsdp.md) for additional instructions on setting up FSDP configuration
-
 ## Launching from Python
 
 ```python
@@ -74,10 +34,10 @@ train(
 
 Finetuning arguments are split up into 3 groups:
 
-* ModelArguments: `src/llmcompressor/transformers/utils/arg_parser/model_arguments.py`
-* TrainingArguments: `src/llmcompressor/transformers/utils/arg_parser/training_arguments.py`
-* DatasetArguments: `src/llmcompressor/transformers/utils/arg_parser/dataset_arguments.py`
-* RecipeArguments: `src/llmcompressor/transformers/utils/arg_parser/recipe_arguments.py`
+* ModelArguments: `src/llmcompressor/args/model_arguments.py`
+* TrainingArguments: `src/llmcompressor/args/training_arguments.py`
+* DatasetArguments: `src/llmcompressor/args/dataset_arguments.py`
+* RecipeArguments: `src/llmcompressor/args/recipe_arguments.py`
 
 
 ## Running Multi-Stage Recipes
@@ -90,9 +50,6 @@ mode.
 See [example_alternating_recipe.yaml](../../../../examples/finetuning/example_alternating_recipe.yaml) for an example 
 of a staged recipe for Llama. 
 
-### Python Example
-(This can also be run with FSDP by launching the script as `accelerate launch --config_file example_fsdp_config.yaml test_multi.py`)
-
 test_multi.py
 ```python
 from llmcompressor.transformers import apply