stage1 for qwen3_5_9b

.gitattributes

@@ -38,3 +38,4 @@ stage1_v2_qwen3_5_0_8b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 stage2_posttuned_0_8b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 stage1_v2_qwen3_5_2b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 stage2_posttuned_2b/tokenizer.json filter=lfs diff=lfs merge=lfs -text
+stage1_v2_qwen3_5_9b/tokenizer.json filter=lfs diff=lfs merge=lfs -text

stage1_v2_qwen3_5_9b/chat_template.jinja

@@ -0,0 +1,154 @@
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- macro render_content(content, do_vision_count, is_system_content=false) %}
+    {%- if content is string %}
+        {{- content }}
+    {%- elif content is iterable and content is not mapping %}
+        {%- for item in content %}
+            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain images.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Picture ' ~ image_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
+            {%- elif 'video' in item or item.type == 'video' %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain videos.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Video ' ~ video_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
+            {%- elif 'text' in item %}
+                {{- item.text }}
+            {%- else %}
+                {{- raise_exception('Unexpected item type in content.') }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif content is none or content is undefined %}
+        {{- '' }}
+    {%- else %}
+        {{- raise_exception('Unexpected content type.') }}
+    {%- endif %}
+{%- endmacro %}
+{%- if not messages %}
+    {{- raise_exception('No messages provided.') }}
+{%- endif %}
+{%- if tools and tools is iterable and tools is not mapping %}
+    {{- '<|im_start|>system\n' }}
+    {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>" }}
+    {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {%- if content %}
+            {{- '\n\n' + content }}
+        {%- endif %}
+    {%- endif %}
+    {{- '<|im_end|>\n' }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" %}
+        {%- set content = render_content(message.content, false)|trim %}
+        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
+            {%- set ns.multi_step_tool = false %}
+            {%- set ns.last_query_index = index %}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if ns.multi_step_tool %}
+    {{- raise_exception('No user query found in messages.') }}
+{%- endif %}
+{%- for message in messages %}
+    {%- set content = render_content(message.content, true)|trim %}
+    {%- if message.role == "system" %}
+        {%- if not loop.first %}
+            {{- raise_exception('System message must be at the beginning.') }}
+        {%- endif %}
+    {%- elif message.role == "user" %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- else %}
+            {%- if '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+                {%- set content = content.split('</think>')[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- set reasoning_content = reasoning_content|trim %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if tool_call.function is defined %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {%- if loop.first %}
+                    {%- if content|trim %}
+                        {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                    {%- else %}
+                        {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                    {%- endif %}
+                {%- else %}
+                    {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                {%- endif %}
+                {%- if tool_call.arguments is defined %}
+                    {%- for args_name, args_value in tool_call.arguments|items %}
+                        {{- '<parameter=' + args_name + '>\n' }}
+                        {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
+                        {{- args_value }}
+                        {{- '\n</parameter>\n' }}
+                    {%- endfor %}
+                {%- endif %}
+                {{- '</function>\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.previtem and loop.previtem.role != "tool" %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- if not loop.last and loop.nextitem.role != "tool" %}
+            {{- '<|im_end|>\n' }}
+        {%- elif loop.last %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- else %}
+        {{- raise_exception('Unexpected message role.') }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is false %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- else %}
+        {{- '<think>\n' }}
+    {%- endif %}
+{%- endif %}

stage1_v2_qwen3_5_9b/loss_curve.csv

@@ -0,0 +1,42 @@
+step,loss,lr,tok_per_s
+0,3.762321,5.000e-05,71.3
+5,3.724185,3.000e-04,9862.9
+10,3.679068,5.500e-04,7554.4
+15,3.583209,8.000e-04,9057.6
+20,3.019032,1.000e-03,10050.1
+25,2.795987,9.981e-04,10207.7
+30,2.456204,9.924e-04,10608.6
+35,2.228371,9.830e-04,10767.5
+40,1.973845,9.698e-04,9771.2
+45,2.551086,9.532e-04,10796.4
+50,2.502404,9.330e-04,10794.9
+55,2.264508,9.096e-04,10328.2
+60,2.190836,8.830e-04,5312.2
+65,2.060432,8.536e-04,10990.4
+70,1.779692,8.214e-04,10937.9
+75,1.753720,7.868e-04,10994.4
+80,1.693790,7.500e-04,10995.2
+85,1.542916,7.113e-04,10997.5
+90,1.487254,6.710e-04,10970.0
+95,1.380400,6.294e-04,10982.5
+100,1.546395,5.868e-04,11000.4
+105,1.234004,5.436e-04,10995.6
+110,1.186776,5.000e-04,10970.7
+115,1.102764,4.564e-04,11007.7
+120,1.131002,4.132e-04,10968.7
+125,1.678063,3.706e-04,11004.8
+130,1.547495,3.290e-04,11009.3
+135,1.685466,2.887e-04,11015.5
+140,1.657568,2.500e-04,11005.6
+145,1.721064,2.132e-04,10978.5
+150,1.583271,1.786e-04,11013.0
+155,1.680299,1.464e-04,11007.9
+160,1.748233,1.170e-04,10996.7
+165,1.646362,9.042e-05,11010.0
+170,1.611032,6.699e-05,11012.6
+175,2.111691,4.685e-05,11007.6
+180,1.748843,3.015e-05,11019.7
+185,1.699482,1.704e-05,10997.6
+190,1.934155,7.596e-06,11010.5
+195,1.895683,1.903e-06,11010.6
+199,1.866620,7.615e-08,11018.0

stage1_v2_qwen3_5_9b/stage1_summary.json

@@ -0,0 +1,45 @@
+{
+  "model": "Qwen/Qwen3.5-9B",
+  "probe": "probe_results/qwen3_5_9b_v2.json",
+  "steps": 200,
+  "lr": 0.001,
+  "seq_len": 2048,
+  "batch_size": 1,
+  "d_idx": 16,
+  "elapsed_min": 1.1284678460999809,
+  "final_per_head_kl": {
+    "3": [
+      2.0169014930725098,
+      2.0320003032684326
+    ],
+    "11": [
+      2.11942458152771
+    ],
+    "15": [
+      1.8405685424804688
+    ],
+    "19": [
+      1.5412003993988037,
+      1.3315509557724,
+      1.699328899383545,
+      2.097959518432617,
+      1.9780492782592773,
+      1.8491625785827637,
+      1.9544310569763184
+    ],
+    "23": [
+      1.8668608665466309,
+      1.7214586734771729,
+      1.6440328359603882,
+      1.4209716320037842,
+      1.8820903301239014
+    ],
+    "27": [
+      1.9172532558441162,
+      1.5811690092086792,
+      1.689716100692749
+    ]
+  },
+  "final_mean_kl": 1.799164753211172,
+  "final_max_kl": 2.11942458152771
+}

stage1_v2_qwen3_5_9b/state_dict.pt

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:97a28e7cb3fc219bc7726f20247f804a2c1b021dd6d9d998a05a1270b7e296bb
+size 325045

stage1_v2_qwen3_5_9b/tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06b9509352d2af50381ab2247e083b80d32d5c0aba91c272ca9ff729b6a0e523
+size 19989325

stage1_v2_qwen3_5_9b/tokenizer_config.json

@@ -0,0 +1,32 @@
+{
+  "add_prefix_space": false,
+  "audio_bos_token": "<|audio_start|>",
+  "audio_eos_token": "<|audio_end|>",
+  "audio_token": "<|audio_pad|>",
+  "backend": "tokenizers",
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "image_token": "<|image_pad|>",
+  "is_local": false,
+  "local_files_only": false,
+  "model_max_length": 262144,
+  "model_specific_special_tokens": {
+    "audio_bos_token": "<|audio_start|>",
+    "audio_eos_token": "<|audio_end|>",
+    "audio_token": "<|audio_pad|>",
+    "image_token": "<|image_pad|>",
+    "video_token": "<|video_pad|>",
+    "vision_bos_token": "<|vision_start|>",
+    "vision_eos_token": "<|vision_end|>"
+  },
+  "pad_token": "<|endoftext|>",
+  "pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null,
+  "video_token": "<|video_pad|>",
+  "vision_bos_token": "<|vision_start|>",
+  "vision_eos_token": "<|vision_end|>"
+}