diff --git a/results_llama_qat_0.7_50.csv b/results_llama_qat_0.7_50.csv
new file mode 100644
index 0000000..0907a12
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diff --git a/run_bench.py b/run_bench.py
index aa1bd71..fd50820 100644
--- a/run_bench.py
+++ b/run_bench.py
@@ -60,7 +60,7 @@ def load_llama(quant=None):
         # model = AutoModelForCausalLM.from_pretrained("src/tot/quant/ptq_int8", device_map="cuda", weights_only=False)
         model = torch.compile(model, mode="max-autotune")
     elif args.quantize and args.quantize == 'qat':
-        model = AutoModelForCausalLM.from_pretrained("src/tot/quant/qat_int8", device_map="cuda", weights_only=False)
+        model = AutoModelForCausalLM.from_pretrained("src/tot/quant/qat_int8_20", device_map="cuda", weights_only=False)
         model = torch.compile(model, mode="max-autotune")
     elif args.lora:
         model = AutoPeftModelForCausalLM.from_pretrained("src/tot/lora")
@@ -410,23 +410,23 @@ if __name__ == '__main__':
     args = parse_args()
 
     #test base instruct llama
-    print(args)
-    run(args)
-
-    #test quant llama w/ qat int8
-    # args.quantize="qat"
     # print(args)
     # run(args)
 
-    #test llama w/ ptq int4
-    args.quantize="ptq_int4"
+    #test quant llama w/ qat int8
+    args.quantize="qat"
     print(args)
     run(args)
 
+    #test llama w/ ptq int4
+    # args.quantize="ptq_int4"
+    # print(args)
+    # run(args)
+
     #test llama w/ ptq int8
-    args.quantize="ptq_int8"
-    print(args)
-    run(args)
+    # args.quantize="ptq_int8"
+    # print(args)
+    # run(args)
 
     #test llama w/ lora
     # args.quantize=None
diff --git a/src/tot/quant/peft_15/README.md b/src/tot/quant/peft_15/README.md
new file mode 100644
index 0000000..69710c4
--- /dev/null
+++ b/src/tot/quant/peft_15/README.md
@@ -0,0 +1,202 @@
+---
+base_model: meta-llama/Llama-3.2-3B-Instruct
+library_name: peft
+---
+
+# Model Card for Model ID
+
+<!-- Provide a quick summary of what the model is/does. -->
+
+
+
+## Model Details
+
+### Model Description
+
+<!-- Provide a longer summary of what this model is. -->
+
+
+
+- **Developed by:** [More Information Needed]
+- **Funded by [optional]:** [More Information Needed]
+- **Shared by [optional]:** [More Information Needed]
+- **Model type:** [More Information Needed]
+- **Language(s) (NLP):** [More Information Needed]
+- **License:** [More Information Needed]
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+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository:** [More Information Needed]
+- **Paper [optional]:** [More Information Needed]
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
+
+[More Information Needed]
+
+### Downstream Use [optional]
+
+<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app -->
+
+[More Information Needed]
+
+### Out-of-Scope Use
+
+<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
+
+[More Information Needed]
+
+## Bias, Risks, and Limitations
+
+<!-- This section is meant to convey both technical and sociotechnical limitations. -->
+
+[More Information Needed]
+
+### Recommendations
+
+<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. -->
+
+Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations.
+
+## How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+[More Information Needed]
+
+## Training Details
+
+### Training Data
+
+<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. -->
+
+[More Information Needed]
+
+### Training Procedure
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+<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. -->
+
+#### Preprocessing [optional]
+
+[More Information Needed]
+
+
+#### Training Hyperparameters
+
+- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision -->
+
+#### Speeds, Sizes, Times [optional]
+
+<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. -->
+
+[More Information Needed]
+
+## Evaluation
+
+<!-- This section describes the evaluation protocols and provides the results. -->
+
+### Testing Data, Factors & Metrics
+
+#### Testing Data
+
+<!-- This should link to a Dataset Card if possible. -->
+
+[More Information Needed]
+
+#### Factors
+
+<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. -->
+
+[More Information Needed]
+
+#### Metrics
+
+<!-- These are the evaluation metrics being used, ideally with a description of why. -->
+
+[More Information Needed]
+
+### Results
+
+[More Information Needed]
+
+#### Summary
+
+
+
+## Model Examination [optional]
+
+<!-- Relevant interpretability work for the model goes here -->
+
+[More Information Needed]
+
+## Environmental Impact
+
+<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly -->
+
+Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700).
+
+- **Hardware Type:** [More Information Needed]
+- **Hours used:** [More Information Needed]
+- **Cloud Provider:** [More Information Needed]
+- **Compute Region:** [More Information Needed]
+- **Carbon Emitted:** [More Information Needed]
+
+## Technical Specifications [optional]
+
+### Model Architecture and Objective
+
+[More Information Needed]
+
+### Compute Infrastructure
+
+[More Information Needed]
+
+#### Hardware
+
+[More Information Needed]
+
+#### Software
+
+[More Information Needed]
+
+## Citation [optional]
+
+<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. -->
+
+**BibTeX:**
+
+[More Information Needed]
+
+**APA:**
+
+[More Information Needed]
+
+## Glossary [optional]
+
+<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. -->
+
+[More Information Needed]
+
+## More Information [optional]
+
+[More Information Needed]
+
+## Model Card Authors [optional]
+
+[More Information Needed]
+
+## Model Card Contact
+
+[More Information Needed]
+### Framework versions
+
+- PEFT 0.13.2
\ No newline at end of file
diff --git a/src/tot/quant/peft_15/adapter_config.json b/src/tot/quant/peft_15/adapter_config.json
new file mode 100644
index 0000000..5c42e93
--- /dev/null
+++ b/src/tot/quant/peft_15/adapter_config.json
@@ -0,0 +1,29 @@
+{
+  "alpha_pattern": {},
+  "auto_mapping": null,
+  "base_model_name_or_path": "meta-llama/Llama-3.2-3B-Instruct",
+  "bias": "none",
+  "fan_in_fan_out": false,
+  "inference_mode": true,
+  "init_lora_weights": true,
+  "layer_replication": null,
+  "layers_pattern": null,
+  "layers_to_transform": null,
+  "loftq_config": {},
+  "lora_alpha": 32,
+  "lora_dropout": 0.1,
+  "megatron_config": null,
+  "megatron_core": "megatron.core",
+  "modules_to_save": null,
+  "peft_type": "LORA",
+  "r": 32,
+  "rank_pattern": {},
+  "revision": null,
+  "target_modules": [
+    "v_proj",
+    "q_proj"
+  ],
+  "task_type": "CAUSAL_LM",
+  "use_dora": false,
+  "use_rslora": false
+}
\ No newline at end of file
diff --git a/src/tot/quant/peft_15/adapter_model.safetensors b/src/tot/quant/peft_15/adapter_model.safetensors
new file mode 100644
index 0000000..fe80d82
Binary files /dev/null and b/src/tot/quant/peft_15/adapter_model.safetensors differ
diff --git a/src/tot/quant/qat_int8_20/config.json b/src/tot/quant/qat_int8_20/config.json
new file mode 100644
index 0000000..135e945
--- /dev/null
+++ b/src/tot/quant/qat_int8_20/config.json
@@ -0,0 +1,40 @@
+{
+  "_name_or_path": "meta-llama/Llama-3.2-3B-Instruct",
+  "architectures": [
+    "LlamaForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 128000,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 3072,
+  "initializer_range": 0.02,
+  "intermediate_size": 8192,
+  "max_position_embeddings": 131072,
+  "mlp_bias": false,
+  "model_type": "llama",
+  "num_attention_heads": 24,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 8,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": {
+    "factor": 32.0,
+    "high_freq_factor": 4.0,
+    "low_freq_factor": 1.0,
+    "original_max_position_embeddings": 8192,
+    "rope_type": "llama3"
+  },
+  "rope_theta": 500000.0,
+  "tie_word_embeddings": true,
+  "torch_dtype": "float32",
+  "transformers_version": "4.46.3",
+  "use_cache": true,
+  "vocab_size": 128256
+}
diff --git a/src/tot/quant/qat_int8_20/generation_config.json b/src/tot/quant/qat_int8_20/generation_config.json
new file mode 100644
index 0000000..aba45c8
--- /dev/null
+++ b/src/tot/quant/qat_int8_20/generation_config.json
@@ -0,0 +1,12 @@
+{
+  "bos_token_id": 128000,
+  "do_sample": true,
+  "eos_token_id": [
+    128001,
+    128008,
+    128009
+  ],
+  "temperature": 0.6,
+  "top_p": 0.9,
+  "transformers_version": "4.46.3"
+}
diff --git a/times_llama_qat_0.7_50.csv b/times_llama_qat_0.7_50.csv
index 0295012..55968d8 100644
--- a/times_llama_qat_0.7_50.csv
+++ b/times_llama_qat_0.7_50.csv
@@ -1,2 +1,2 @@
 ,total_accuracy,total runtime,total setup time,average solving time,average proposal time,average eval time,peak memory usage
-0,0.0,627.7139296419919,23.9375716640061,12.074782435418165,1.5538430808399184,2.4684065076932895,5936145408
+0,0.36,8534.825585576,20.54914576400006,170.28468542943995,53.28617168473993,3.4693667665331667,15705424896