diff --git a/model/tokenizer.json b/model/tokenizer.json
deleted file mode 100644
index b255122..0000000
--- a/model/tokenizer.json
+++ /dev/null
@@ -1,31026 +0,0 @@
-{
- "version": "1.0",
- "truncation": null,
- "padding": null,
- "added_tokens": [
- {
- "id": 0,
- "content": "<|endoftext|>",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": false,
- "special": true
- },
- {
- "id": 1,
- "content": "<|im_start|>",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": false,
- "special": true
- },
- {
- "id": 2,
- "content": "<|im_end|>",
- "single_word": false,
- "lstrip": false,
- "rstrip": false,
- "normalized": false,
- "special": true
- }
- ],
- "normalizer": null,
- "pre_tokenizer": {
- "type": "ByteLevel",
- "add_prefix_space": false,
- "trim_offsets": true,
- "use_regex": true
- },
- "post_processor": null,
- "decoder": {
- "type": "ByteLevel",
- "add_prefix_space": true,
- "trim_offsets": true,
- "use_regex": true
- },
- "model": {
- "type": "BPE",
- "dropout": null,
- "unk_token": null,
- "continuing_subword_prefix": null,
- "end_of_word_suffix": null,
- "fuse_unk": false,
- "byte_fallback": false,
- "ignore_merges": false,
- "vocab": {
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- "tokenizer_class": "PreTrainedTokenizerFast",
- "unk_token": "<|endoftext|>",
- "chat_template": "{%- if tools %}\n {{- '<|im_start|>system\\n' }}\n {%- if messages[0].role == 'system' %}\n {{- messages[0].content + '\\n\\n' }}\n {%- endif %}\n {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within XML tags:\\n\" }}\n {%- for tool in tools %}\n {{- \"\\n\" }}\n {{- tool | tojson }}\n {%- endfor %}\n {{- \"\\n\\n\\nFor each function call, return a json object with function name and arguments within XML tags:\\n\\n{\\\"name\\\": , \\\"arguments\\\": }\\n<|im_end|>\\n\" }}\n{%- else %}\n {%- if messages[0]['role'] == 'system' -%}\n {{- '<|im_start|>system\\n' + messages[0]['content'] + '<|im_end|>\\n' }}\n {%- else -%}\n {{- '<|im_start|>system\\nYou are a helpful assistant<|im_end|>\\n' }}\n {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n {%- set index = (messages|length - 1) - loop.index0 %}\n {%- if ns.multi_step_tool and message.role == \"user\" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %}\n {%- set ns.multi_step_tool = false %}\n {%- set ns.last_query_index = index %}\n {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n {%- if message.content is string %}\n {%- set content = message.content %}\n {%- else %}\n {%- set content = '' %}\n {%- endif %}\n {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n {%- elif message.role == \"assistant\" %}\n {{- '<|im_start|>' + message.role + '\\n' + content }}\n {%- if message.tool_calls %}\n {%- for tool_call in message.tool_calls %}\n {%- if (loop.first and content) or (not loop.first) %}\n {{- '\\n' }}\n {%- endif %}\n {%- if tool_call.function %}\n {%- set tool_call = tool_call.function %}\n {%- endif %}\n {{- '\\n{\"name\": \"' }}\n {{- tool_call.name }}\n {{- '\", \"arguments\": ' }}\n {%- if tool_call.arguments is string %}\n {{- tool_call.arguments }}\n {%- else %}\n {{- tool_call.arguments | tojson }}\n {%- endif %}\n {{- '}\\n' }}\n {%- endfor %}\n {%- endif %}\n {{- '<|im_end|>\\n' }}\n {%- elif message.role == \"tool\" %}\n {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n {{- '<|im_start|>user' }}\n {%- endif %}\n {{- '\\n\\n' }}\n {{- content }}\n {{- '\\n' }}\n {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n {{- '<|im_end|>\\n' }}\n {%- endif %}\n {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n {{- '<|im_start|>assistant\\n' }}\n {%- if enable_thinking is defined and enable_thinking is false %}\n {{- '\\n\\n\\n\\n' }}\n {%- endif %}\n{%- endif %}"
-}
\ No newline at end of file
diff --git a/trainer/train_distillation.py b/trainer/train_distillation.py
index 9b6c0a7..582e36d 100644
--- a/trainer/train_distillation.py
+++ b/trainer/train_distillation.py
@@ -33,9 +33,9 @@ def get_lr(current_step, total_steps, lr):
def distillation_loss_fn(student_logits, teacher_logits, temperature=1.0, reduction='batchmean'):
with torch.no_grad():
- teacher_probs = F.softmax(teacher_logits / temperature, hidden_size=-1).detach()
+ teacher_probs = F.softmax(teacher_logits / temperature, dim=-1).detach()
- student_log_probs = F.log_softmax(student_logits / temperature, hidden_size=-1)
+ student_log_probs = F.log_softmax(student_logits / temperature, dim=-1)
kl = F.kl_div(
student_log_probs,