diff --git a/llm/src/GPTBigCodeGenerate.cc b/llm/src/GPTBigCodeGenerate.cc
index 37e1f045..65b84190 100644
--- a/llm/src/GPTBigCodeGenerate.cc
+++ b/llm/src/GPTBigCodeGenerate.cc
@@ -150,25 +150,9 @@ std::string GPTBigCodeGenerate(std::string param_path, void *model_ptr, int mode
             }
         }
 
-        if (id == 2) {
-            break_cnt--;
-            continue;
-        }  // eos
-        else if (id == 1)
-            continue;
-        break_cnt = 2;
-
-        bool skip = false;
-        if (id == 2277 && !previous_two_hash) {
-            previous_two_hash = true;
-            skip = true;
-        } else if (previous_two_hash && id == 29937) {  // token = #
-            break_cnt = 0;
-            skip = true;
-        } else {
-            if (previous_two_hash) std::cout << "##" << std::endl;
-            previous_two_hash = false;
-        }
+        if (id == 0) {
+            break;
+        }  // endoftext
 
         last_n_tokens.erase(last_n_tokens.begin());
         last_n_tokens.push_back(id);
@@ -176,7 +160,7 @@ std::string GPTBigCodeGenerate(std::string param_path, void *model_ptr, int mode
         generate_ids.push_back(id);
         input_ids = std::vector<int>{id};
 
-        if (interactive && !skip) {
+        if (interactive) {
             output += starcoder_id_to_token(vocab, id);
             std::cout << starcoder_id_to_token(vocab, id) << std::flush;
         }
diff --git a/llm/src/nn_modules/Fp32GPTBigCodeAttention.cc b/llm/src/nn_modules/Fp32GPTBigCodeAttention.cc
index 9e5b783f..36731021 100644
--- a/llm/src/nn_modules/Fp32GPTBigCodeAttention.cc
+++ b/llm/src/nn_modules/Fp32GPTBigCodeAttention.cc
@@ -71,11 +71,11 @@ Fp32GPTBigCodeAttention::Fp32GPTBigCodeAttention(std::string param_path, const s
 
     float *c_attn_weight, *c_proj_weight;
     // allocate_aligned_memory(c_attn_weight, (config.embed_dim * (config.embed_dim + 2 * this->kv_dim) * sizeof(float)));
-    allocate_aligned_memory(c_attn_weight, (config.embed_dim * config.embed_dim * 3 * sizeof(float)) / 2);
+    allocate_aligned_memory(c_attn_weight, (config.embed_dim * config.embed_dim * 3 * sizeof(float)));
     allocate_aligned_memory(c_proj_weight, (config.embed_dim * config.embed_dim * sizeof(float)));
     float *c_attn_bias, *c_proj_bias;
     // allocate_aligned_memory(c_attn_bias, ((config.embed_dim + 2 * this->kv_dim) * sizeof(float)));
-    allocate_aligned_memory(c_attn_bias, (config.embed_dim * 3 * sizeof(float)) / 2);
+    allocate_aligned_memory(c_attn_bias, (config.embed_dim * 3 * sizeof(float)));
     allocate_aligned_memory(c_proj_bias, (config.embed_dim * sizeof(float)));
 
     // this->c_attn =
diff --git a/llm/tools/download_model.py b/llm/tools/download_model.py
index 4b4b9638..a530e3d0 100644
--- a/llm/tools/download_model.py
+++ b/llm/tools/download_model.py
@@ -50,6 +50,10 @@
         "url": "https://www.dropbox.com/scl/fi/zvmdw8cdf7j0j3a99q8sx/OPT_125m.zip?rlkey=qehxgfs21m36wvm7ratwy1r5d&dl=1",
         "md5sum": "816958aed84120b763942ba83c1b010f",
     },
+    "StarCoder_15.5B_fp32": {
+        "url": "https://www.dropbox.com/scl/fi/vc1956by8v275t0ol6vw5/StarCoder_15.5B.zip?rlkey=aydnpd9w9jhgtlfqo5krkd0yx&dl=1",
+        "md5sum": "e3e9301866f47ab84817b46467ac49f6",
+    },
 }
 
 Qmodels = {
@@ -86,6 +90,10 @@
             "url": "https://www.dropbox.com/scl/fi/7lu8rz8z5npe2nccfr66n/OPT_6.7B.zip?rlkey=5dtie29ncqscifs2g4ylpwnz7&dl=1",  # noqa: E501
             "md5sum": "6d061dc64ccc60864391f484b5e564d0",
         },
+        "StarCoder_15.5B_awq_int4": {
+            "url": "https://www.dropbox.com/scl/fi/fe4dkrnzc25bt166w6bby/StarCoder_15.5B.zip?rlkey=ml1x96uep2k03z78ci7s1c0yb&dl=1",
+            "md5sum": "0f16236c0aec0b32b553248cc78b8caf",
+        },
     },
     "QM_x86": {
         "LLaMA_7B_awq_int4": {
@@ -120,6 +128,10 @@
             "url": "https://www.dropbox.com/scl/fi/uj4z3kp5wd3cvaaiyppvs/OPT_6.7B.zip?rlkey=yw5dxd18ajsc20g3mr2rqvnnt&dl=1",  # noqa: E501
             "md5sum": "4aba1bee864029d06d1fec67f4d95a22",
         },
+        "StarCoder_15.5B_awq_int4": {
+            "url": "https://www.dropbox.com/scl/fi/86o2cblncmfd3xvuyyaqc/StarCoder_15.5B.zip?rlkey=2gswnyq9xihencaduddylpb2k&dl=1",
+            "md5sum": "48383ce0bf01b137069e3612cab8525f",
+        },
     },
     "QM_CUDA": {
         "LLaMA2_7B_chat_awq_int4": {