Training in progress, epoch 1

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -0,0 +1,57 @@
+---
+library_name: transformers
+model_name: function-gemma-boost
+tags:
+- generated_from_trainer
+- sft
+- trl
+licence: license
+---
+
+# Model Card for function-gemma-boost
+
+This model is a fine-tuned version of [None](https://huggingface.co/None).
+It has been trained using [TRL](https://github.com/huggingface/trl).
+
+## Quick start
+
+```python
+from transformers import pipeline
+
+question = "If you had a time machine, but could only go to the past or the future once and never return, which would you choose and why?"
+generator = pipeline("text-generation", model="talha970/function-gemma-boost", device="cuda")
+output = generator([{"role": "user", "content": question}], max_new_tokens=128, return_full_text=False)[0]
+print(output["generated_text"])
+```
+
+## Training procedure
+
+ 
+
+
+
+This model was trained with SFT.
+
+### Framework versions
+
+- TRL: 1.3.0
+- Transformers: 5.0.0
+- Pytorch: 2.10.0+cu128
+- Datasets: 4.8.5
+- Tokenizers: 0.22.2
+
+## Citations
+
+
+
+Cite TRL as:
+    
+```bibtex
+@software{vonwerra2020trl,
+  title   = {{TRL: Transformers Reinforcement Learning}},
+  author  = {von Werra, Leandro and Belkada, Younes and Tunstall, Lewis and Beeching, Edward and Thrush, Tristan and Lambert, Nathan and Huang, Shengyi and Rasul, Kashif and Gallouédec, Quentin},
+  license = {Apache-2.0},
+  url     = {https://github.com/huggingface/trl},
+  year    = {2020}
+}
+```

chat_template.jinja

@@ -0,0 +1,279 @@
+{%- macro format_parameters(properties, required) -%}
+    {%- set standard_keys = ['description', 'type', 'properties', 'required', 'nullable'] -%}
+    {%- set ns = namespace(found_first=false) -%}
+    {%- for key, value in properties | dictsort -%}
+        {%- if key not in standard_keys -%}
+            {%- if ns.found_first %},{% endif -%}
+            {%- set ns.found_first = true -%}
+            {{- key }}:{description:<escape>{{ value['description'] }}<escape>
+            {%- if value['type'] | upper == 'STRING' -%}
+                {%- if value['enum'] -%}
+                    ,enum:{{ format_argument(value['enum']) }}
+                {%- endif -%}
+            {%- elif value['type'] | upper == 'OBJECT' -%}
+                ,properties:{
+                {%- if value['properties'] is defined and value['properties'] is mapping -%}
+                    {{- format_parameters(value['properties'], value['required'] | default([])) -}}
+                {%- elif value is mapping -%}
+                    {{- format_parameters(value, value['required'] | default([])) -}}
+                {%- endif -%}
+                }
+                {%- if value['required'] -%}
+                    ,required:[
+                    {%- for item in value['required'] | default([]) -%}
+                        <escape>{{- item -}}<escape>
+                        {%- if not loop.last %},{% endif -%}
+                    {%- endfor -%}
+                    ]
+                {%- endif -%}
+            {%- elif value['type'] | upper == 'ARRAY' -%}
+                {%- if value['items'] is mapping and value['items'] -%}
+                    ,items:{
+                    {%- set ns_items = namespace(found_first=false) -%}
+                    {%- for item_key, item_value in value['items'] | dictsort -%}
+                        {%- if item_value is not none -%}
+                            {%- if ns_items.found_first %},{% endif -%}
+                            {%- set ns_items.found_first = true -%}
+                            {%- if item_key == 'properties' -%}
+                                properties:{
+                                {%- if item_value is mapping -%}
+                                    {{- format_parameters(item_value, value['items']['required'] | default([])) -}}
+                                {%- endif -%}
+                                }
+                            {%- elif item_key == 'required' -%}
+                                required:[
+                                {%- for req_item in item_value -%}
+                                    <escape>{{- req_item -}}<escape>
+                                    {%- if not loop.last %},{% endif -%}
+                                {%- endfor -%}
+                                ]
+                            {%- elif item_key == 'type' -%}
+                                {%- if item_value is string -%}
+                                    type:{{ format_argument(item_value | upper) }}
+                                {%- else -%}
+                                    type:{{ format_argument(item_value | map('upper') | list) }}
+                                {%- endif -%}
+                            {%- else -%}
+                                {{ item_key }}:{{ format_argument(item_value) }}
+                            {%- endif -%}
+                        {%- endif -%}
+                    {%- endfor -%}
+                    }
+                {%- endif -%}
+            {%- endif -%}
+            ,type:<escape>{{ value['type'] | upper }}<escape>}
+        {%- endif -%}
+    {%- endfor -%}
+{%- endmacro -%}
+{% macro format_function_declaration(tool_data) -%}
+declaration:{{- tool_data['function']['name'] -}}
+{description:<escape>{{- tool_data['function']['description'] -}}<escape>
+{%- set params = tool_data['function']['parameters'] -%}
+{%- if params -%}
+    ,parameters:{
+    {%- if params['properties'] -%}
+        properties:{ {{- format_parameters(params['properties'], params['required']) -}} },
+    {%- endif -%}
+    {%- if params['required'] -%}
+        required:[
+        {%- for item in params['required'] -%}
+            <escape>{{- item -}}<escape>
+            {{- ',' if not loop.last -}}
+        {%- endfor -%}
+        ],
+    {%- endif -%}
+    {%- if params['type'] -%}
+        type:<escape>{{- params['type'] | upper -}}<escape>}
+    {%- endif -%}
+{%- endif -%}
+}
+{%- endmacro -%}
+{% macro format_argument(argument, escape_keys=True) -%}
+{%- if argument is string -%}
+    {{- '<escape>' + argument + '<escape>' -}}
+{%- elif argument is boolean -%}
+    {%- if argument -%}
+        {{- 'true' -}}
+    {%- else -%}
+        {{- 'false' -}}
+    {%- endif -%}
+{%- elif argument is mapping -%}
+    {{- '{' -}}
+    {%- set ns = namespace(found_first=false) -%}
+    {%- for key, value in argument | dictsort -%}
+        {%- if ns.found_first %},{% endif -%}
+        {%- set ns.found_first = true -%}
+        {%- if escape_keys -%}
+            {{- '<escape>' + key + '<escape>' -}}
+        {%- else -%}
+            {{- key -}}
+        {%- endif -%}
+        :{{- format_argument(value, escape_keys=escape_keys) -}}
+    {%- endfor -%}
+    {{- '}' -}}
+{%- elif argument is sequence -%}
+    {{- '[' -}}
+    {%- for item in argument -%}
+        {{- format_argument(item, escape_keys=escape_keys) -}}
+        {%- if not loop.last %},{% endif -%}
+    {%- endfor -%}
+    {{- ']' -}}
+{%- else -%}
+    {{- argument -}}
+{%- endif -%}
+{%- endmacro -%}
+{{ bos_token }}
+{%- set ns = namespace(prev_message_type=None) -%}
+{#- Tool Declarations -#}
+{%- set loop_messages = messages -%}
+{%- if tools or messages[0]['role'] == 'system' or messages[0]['role'] == 'developer' -%}
+    {{- '<start_of_turn>developer\n' -}}
+    {%- if messages[0]['role'] == 'system' or messages[0]['role'] == 'developer' -%}
+        {%- if messages[0]['content'] is string -%}
+            {{- messages[0]['content'] | trim -}}
+        {%- elif messages[0]['content'] is sequence -%}
+            {%- for item in messages[0]['content'] -%}
+                {%- if item['type'] == 'text' -%}
+                    {{- item['text'] | trim -}}
+                {%- endif -%}
+            {%- endfor -%}
+        {%- endif -%}
+        {%- set loop_messages = messages[1:] -%}
+    {%- endif -%}
+    {%- if tools -%}
+        {%- for tool in tools %}
+            {{- '<start_function_declaration>' -}}
+            {{- format_function_declaration(tool) | trim }}
+            {{- '<end_function_declaration>' -}}
+        {%- endfor %}
+    {%- endif -%}
+    {{- '<end_of_turn>\n' }}
+{%- endif %}
+{#- Loop through messages. -#}
+{%- for message in loop_messages -%}
+    {%- if (message['role'] == 'assistant') -%}
+        {#- Rename "assistant" to "model". -#}
+        {%- set role = "model" -%}
+    {%- else -%}
+        {%- set role = message['role'] -%}
+    {%- endif -%}
+    {%- if role != 'tool' -%}
+        {%- if ns.prev_message_type != 'tool_response' -%}
+            {{- '<start_of_turn>' + role + '\n' }}
+        {%- endif -%}
+        {%- set ns.prev_message_type = None -%}
+        {%- if 'content' in message and message['content'] is not none -%}
+            {%- if message['content'] is string -%}
+                {{ message['content'] | trim }}
+            {%- elif message['content'] is sequence -%}
+                {%- for item in message['content'] -%}
+                    {%- if item['type'] == 'image' -%}
+                        {{ '<start_of_image>' }}
+                    {%- elif item['type'] == 'text' -%}
+                        {{ item['text'] | trim }}
+                    {%- endif -%}
+                {%- endfor -%}
+            {%- else -%}
+                {{ raise_exception("Invalid content type in user/assistant message") }}
+            {%- endif -%}
+            {%- set ns.prev_message_type = 'content' -%}
+        {%- endif -%}
+        {%- if 'tool_calls' in message and message['tool_calls'] and message['tool_calls'] is iterable -%}
+            {#- Tool Calls -#}
+            {%- for tool_call in message['tool_calls'] -%}
+                {% set function = tool_call['function'] %}
+                {{-  '<start_function_call>call:' + function['name'] + '{' -}}
+                {%- if 'arguments' in function -%}
+                    {%- if function['arguments'] is mapping -%}
+                        {%- set ns = namespace(found_first=false) -%}
+                        {%- for key, value in function['arguments'] | dictsort -%}
+                            {%- if ns.found_first %},{% endif -%}
+                            {%- set ns.found_first = true -%}
+                            {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                        {%- endfor -%}
+                    {%- elif function['arguments'] is string -%}
+                        {# This handles string-JSON, just in case #}
+                    {{ function['arguments'] }}
+                    {%- endif %}
+                {%- endif -%}
+                {{- '}<end_function_call>' -}}
+            {%- endfor -%}
+            {%- if loop.last -%}
+                {{ '<start_function_response>' }}
+            {%- endif -%}
+            {%- set ns.prev_message_type = 'tool_call' -%}
+        {%- endif -%}
+    {%- else -%}
+        {#- Tool Responses -#}
+        {%- if 'content' in message and message['content'] -%}
+            {%- if message['content'] is mapping -%}
+                {%- if 'name' in message['content'] and 'response' in message['content'] -%}
+                    {{ '<start_function_response>response:' + message['content']['name'] | trim + '{' }}
+                    {%- set response_ns = namespace(found_first=false) -%}
+                    {%- for key, value in message['content']['response'] | dictsort -%}
+                        {%- if response_ns.found_first %},{% endif -%}
+                        {%- set response_ns.found_first = true -%}
+                        {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                    {%- endfor -%}
+                    {{- '}<end_function_response>' -}}
+                {%- elif 'name' in message -%}
+                    {{ '<start_function_response>response:' + message['name'] | trim + '{' }}
+                    {%- set response_ns = namespace(found_first=false) -%}
+                    {%- for key, value in message['content'] | dictsort -%}
+                        {%- if response_ns.found_first %},{% endif -%}
+                        {%- set response_ns.found_first = true -%}
+                        {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                    {%- endfor -%}
+                    {{- '}<end_function_response>' -}}
+                {%- else -%}
+                    {{ raise_exception("Invalid tool response mapping: must contain 'name' and 'response' keys, or 'name' must be in the message.") }}
+                {%- endif -%}
+            {%- elif message['content'] is string -%}
+                {%- if 'name' in message -%}
+                     {{ '<start_function_response>response:' + message['name'] | trim + '{value:' + format_argument(message['content'], escape_keys=False) + '}<end_function_response>' }}
+                {%- else -%}
+                     {{ raise_exception("Invalid tool response: 'name' must be provided.") }}
+                {%- endif -%}
+            {%- elif message['content'] is sequence -%}
+                {%- for item in message['content'] -%}
+                    {%- if item is mapping -%}
+                        {%- if 'name' in item and 'response' in item -%}
+                            {{ '<start_function_response>response:' + item['name'] | trim + '{' }}
+                            {%- set response_ns = namespace(found_first=false) -%}
+                            {%- for key, value in item['response'] | dictsort -%}
+                                {%- if response_ns.found_first %},{% endif -%}
+                                {%- set response_ns.found_first = true -%}
+                                {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                            {%- endfor -%}
+                            {{- '}<end_function_response>' -}}
+                        {%- elif 'name' in message -%}
+                            {{ '<start_function_response>response:' + message['name'] | trim + '{' }}
+                            {%- set response_ns = namespace(found_first=false) -%}
+                            {%- for key, value in item | dictsort -%}
+                                {%- if response_ns.found_first %},{% endif -%}
+                                {%- set response_ns.found_first = true -%}
+                                {{- key -}}:{{- format_argument(value, escape_keys=False) -}}
+                            {%- endfor -%}
+                            {{- '}<end_function_response>' -}}
+                        {%- else -%}
+                            {{ raise_exception("Invalid tool response mapping: must contain 'name' and 'response' keys, or 'name' must be in the message.") }}
+                        {%- endif -%}
+                    {%- else -%}
+                        {{ raise_exception("Invalid tool response message: multiple responses must all be mappings") }}
+                    {%- endif -%}
+                {%- endfor -%}
+            {%- else -%}
+                {{ raise_exception("Invalid content type in tool message: must be mapping, sequence of mappings, or string.") }}
+            {%- endif -%}
+        {%- endif -%}
+        {%- set ns.prev_message_type = 'tool_response' -%}
+    {%- endif -%}
+    {%- if ns.prev_message_type not in ['tool_call', 'tool_response'] -%}
+        {{ '<end_of_turn>\n' }}
+    {%- endif -%}
+{%- endfor -%}
+{%- if add_generation_prompt -%}
+    {%- if ns.prev_message_type != 'tool_response' -%}
+        {{- '<start_of_turn>model\n' -}}
+    {%- endif -%}
+{%- endif -%}

config.json

@@ -0,0 +1,62 @@
+{
+  "_sliding_window_pattern": 6,
+  "architectures": [
+    "Gemma3ForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "attn_logit_softcapping": null,
+  "bos_token_id": 2,
+  "dtype": "bfloat16",
+  "eos_token_id": 1,
+  "final_logit_softcapping": null,
+  "head_dim": 256,
+  "hidden_activation": "gelu_pytorch_tanh",
+  "hidden_size": 640,
+  "initializer_range": 0.02,
+  "intermediate_size": 2048,
+  "layer_types": [
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "full_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "sliding_attention",
+    "full_attention"
+  ],
+  "max_position_embeddings": 32768,
+  "model_type": "gemma3_text",
+  "num_attention_heads": 4,
+  "num_hidden_layers": 18,
+  "num_key_value_heads": 1,
+  "pad_token_id": 0,
+  "query_pre_attn_scalar": 256,
+  "rms_norm_eps": 1e-06,
+  "rope_parameters": {
+    "full_attention": {
+      "rope_theta": 1000000.0,
+      "rope_type": "default"
+    },
+    "sliding_attention": {
+      "rope_theta": 10000.0,
+      "rope_type": "default"
+    }
+  },
+  "sliding_window": 512,
+  "tie_word_embeddings": true,
+  "transformers_version": "5.0.0",
+  "use_bidirectional_attention": false,
+  "use_cache": false,
+  "vocab_size": 262144
+}

generation_config.json

@@ -0,0 +1,15 @@
+{
+  "bos_token_id": 2,
+  "cache_implementation": "hybrid",
+  "do_sample": true,
+  "eos_token_id": [
+    1,
+    1,
+    50,
+    106
+  ],
+  "pad_token_id": 0,
+  "top_k": 64,
+  "top_p": 0.95,
+  "transformers_version": "5.0.0"
+}

literal_copy_augmentation.csv

@@ -0,0 +1,114 @@
+"set assignee to johny",edit_task,"{""assignee"":""johny""}"
+"set assignee to zayvion",edit_task,"{""assignee"":""zayvion""}"
+"set assignee to marcell",edit_task,"{""assignee"":""marcell""}"
+"set assignee to teo",edit_task,"{""assignee"":""teo""}"
+"set assignee to faris",edit_task,"{""assignee"":""faris""}"
+"set assignee to nuri",edit_task,"{""assignee"":""nuri""}"
+"set assignee to eshan",edit_task,"{""assignee"":""eshan""}"
+"set assignee to anya",edit_task,"{""assignee"":""anya""}"
+"set assignee to lev",edit_task,"{""assignee"":""lev""}"
+"set assignee to omri",edit_task,"{""assignee"":""omri""}"
+"set assignee to kael",edit_task,"{""assignee"":""kael""}"
+"set assignee to micah",edit_task,"{""assignee"":""micah""}"
+"set assignee to soren",edit_task,"{""assignee"":""soren""}"
+"set assignee to bram",edit_task,"{""assignee"":""bram""}"
+"set assignee to irie",edit_task,"{""assignee"":""irie""}"
+"assign this to johny",edit_task,"{""assignee"":""johny""}"
+"assign this to zayvion",edit_task,"{""assignee"":""zayvion""}"
+"assign this to marcell",edit_task,"{""assignee"":""marcell""}"
+"assign this to teo",edit_task,"{""assignee"":""teo""}"
+"assign this to faris",edit_task,"{""assignee"":""faris""}"
+"assign this to nuri",edit_task,"{""assignee"":""nuri""}"
+"assign this to eshan",edit_task,"{""assignee"":""eshan""}"
+"assign this to anya",edit_task,"{""assignee"":""anya""}"
+"assign this to lev",edit_task,"{""assignee"":""lev""}"
+"assign this to omri",edit_task,"{""assignee"":""omri""}"
+"assign this to kael",edit_task,"{""assignee"":""kael""}"
+"put johny on it",edit_task,"{""assignee"":""johny""}"
+"put zayvion on it",edit_task,"{""assignee"":""zayvion""}"
+"put marcell on it",edit_task,"{""assignee"":""marcell""}"
+"put teo on it",edit_task,"{""assignee"":""teo""}"
+"put faris on it",edit_task,"{""assignee"":""faris""}"
+"put nuri on it",edit_task,"{""assignee"":""nuri""}"
+"put eshan on it",edit_task,"{""assignee"":""eshan""}"
+"put anya on it",edit_task,"{""assignee"":""anya""}"
+"put lev on it",edit_task,"{""assignee"":""lev""}"
+"put omri on it",edit_task,"{""assignee"":""omri""}"
+"make the assignee johny",edit_task,"{""assignee"":""johny""}"
+"make the assignee zayvion",edit_task,"{""assignee"":""zayvion""}"
+"make the assignee marcell",edit_task,"{""assignee"":""marcell""}"
+"make the assignee teo",edit_task,"{""assignee"":""teo""}"
+"make the assignee faris",edit_task,"{""assignee"":""faris""}"
+"make the assignee nuri",edit_task,"{""assignee"":""nuri""}"
+"set location to bay q7",edit_task,"{""location"":""bay q7""}"
+"set location to room zx 14",edit_task,"{""location"":""room zx 14""}"
+"set location to north pit 3",edit_task,"{""location"":""north pit 3""}"
+"set location to corridor mint",edit_task,"{""location"":""corridor mint""}"
+"set location to unit k2",edit_task,"{""location"":""unit k2""}"
+"set location to dock c orange",edit_task,"{""location"":""dock c orange""}"
+"set location to attic west 9",edit_task,"{""location"":""attic west 9""}"
+"set location to lab beta",edit_task,"{""location"":""lab beta""}"
+"set location to tower 5 niche",edit_task,"{""location"":""tower 5 niche""}"
+"set location to vault m",edit_task,"{""location"":""vault m""}"
+"move this to bay q7",edit_task,"{""location"":""bay q7""}"
+"move this to room zx 14",edit_task,"{""location"":""room zx 14""}"
+"move this to north pit 3",edit_task,"{""location"":""north pit 3""}"
+"move this to corridor mint",edit_task,"{""location"":""corridor mint""}"
+"move this to unit k2",edit_task,"{""location"":""unit k2""}"
+"move this to dock c orange",edit_task,"{""location"":""dock c orange""}"
+"move this to attic west 9",edit_task,"{""location"":""attic west 9""}"
+"make the location lab beta",edit_task,"{""location"":""lab beta""}"
+"make the location tower 5 niche",edit_task,"{""location"":""tower 5 niche""}"
+"make the location vault m",edit_task,"{""location"":""vault m""}"
+"set plan to aqx 12",edit_task,"{""plan"":""aqx 12""}"
+"set plan to fp zebra 4",edit_task,"{""plan"":""fp zebra 4""}"
+"set plan to c note 17",edit_task,"{""plan"":""c note 17""}"
+"set plan to mep kiwi",edit_task,"{""plan"":""mep kiwi""}"
+"set plan to rcp delta 8",edit_task,"{""plan"":""rcp delta 8""}"
+"set plan to sheet plum 3",edit_task,"{""plan"":""sheet plum 3""}"
+"set plan to aa 19",edit_task,"{""plan"":""aa 19""}"
+"set plan to p memo 6",edit_task,"{""plan"":""p memo 6""}"
+"set plan to detail fox 2",edit_task,"{""plan"":""detail fox 2""}"
+"set plan to zone maple",edit_task,"{""plan"":""zone maple""}"
+"move this to plan aqx 12",edit_task,"{""plan"":""aqx 12""}"
+"move this to plan fp zebra 4",edit_task,"{""plan"":""fp zebra 4""}"
+"move this to plan c note 17",edit_task,"{""plan"":""c note 17""}"
+"move this to plan mep kiwi",edit_task,"{""plan"":""mep kiwi""}"
+"move this to plan rcp delta 8",edit_task,"{""plan"":""rcp delta 8""}"
+"make the plan sheet plum 3",edit_task,"{""plan"":""sheet plum 3""}"
+"make the plan aa 19",edit_task,"{""plan"":""aa 19""}"
+"make the plan p memo 6",edit_task,"{""plan"":""p memo 6""}"
+"make the plan detail fox 2",edit_task,"{""plan"":""detail fox 2""}"
+"make the plan zone maple",edit_task,"{""plan"":""zone maple""}"
+"add a comment hold for iris from unit 4",edit_task,"{""comments"":""hold for iris from unit 4""}"
+"add a comment leave badge at desk q",edit_task,"{""comments"":""leave badge at desk q""}"
+"add a comment call vendor about model x9",edit_task,"{""comments"":""call vendor about model x9""}"
+"add a comment access only after 6 15",edit_task,"{""comments"":""access only after 6 15""}"
+"add a comment do not touch valve p",edit_task,"{""comments"":""do not touch valve p""}"
+"add a comment send photo to arun",edit_task,"{""comments"":""send photo to arun""}"
+"add a comment key is with lena",edit_task,"{""comments"":""key is with lena""}"
+"add a comment owner asked for quiet cart wheels",edit_task,"{""comments"":""owner asked for quiet cart wheels""}"
+"add a comment temp sensor reads odd at noon",edit_task,"{""comments"":""temp sensor reads odd at noon""}"
+"add a comment use orange tape only",edit_task,"{""comments"":""use orange tape only""}"
+"note that hold for iris from unit 4",edit_task,"{""comments"":""hold for iris from unit 4""}"
+"note that leave badge at desk q",edit_task,"{""comments"":""leave badge at desk q""}"
+"note that call vendor about model x9",edit_task,"{""comments"":""call vendor about model x9""}"
+"note that access only after 6 15",edit_task,"{""comments"":""access only after 6 15""}"
+"note that do not touch valve p",edit_task,"{""comments"":""do not touch valve p""}"
+"note that send photo to arun",edit_task,"{""comments"":""send photo to arun""}"
+"note that key is with lena",edit_task,"{""comments"":""key is with lena""}"
+"note that owner asked for quiet cart wheels",edit_task,"{""comments"":""owner asked for quiet cart wheels""}"
+"note that temp sensor reads odd at noon",edit_task,"{""comments"":""temp sensor reads odd at noon""}"
+"note that use orange tape only",edit_task,"{""comments"":""use orange tape only""}"
+"set title to roof hatch corrosion followup",edit_task,"{""title"":""roof hatch corrosion followup""}"
+"set title to chilled water pump alarm 7",edit_task,"{""title"":""chilled water pump alarm 7""}"
+"set title to west lobby punchlist item",edit_task,"{""title"":""west lobby punchlist item""}"
+"set title to rtu 4 filter swap",edit_task,"{""title"":""rtu 4 filter swap""}"
+"set title to gc callback for unit 18",edit_task,"{""title"":""gc callback for unit 18""}"
+"change title to rfi pending storefront mullion",edit_task,"{""title"":""rfi pending storefront mullion""}"
+"change title to ahu 2 condensate reroute",edit_task,"{""title"":""ahu 2 condensate reroute""}"
+"change title to slab edge patch south tower",edit_task,"{""title"":""slab edge patch south tower""}"
+"rename to kitchen gfi nuisance trip",edit_task,"{""title"":""kitchen gfi nuisance trip""}"
+"rename to level 8 fan coil rattle",edit_task,"{""title"":""level 8 fan coil rattle""}"
+"call it millwork scratch at suite 204",edit_task,"{""title"":""millwork scratch at suite 204""}"
+"call it dehumidifier drain slope",edit_task,"{""title"":""dehumidifier drain slope""}"

model.safetensors

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+size 536223056

runs/May06_19-05-38_f4c70cf9f084/events.out.tfevents.1778094338.f4c70cf9f084.9120.0

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title_copy_augmentation.csv

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+"set title to roof hatch corrosion followup",edit_task,"{""title"":""roof hatch corrosion followup""}"
+"set title to chilled water pump alarm 7",edit_task,"{""title"":""chilled water pump alarm 7""}"
+"set title to west lobby punchlist item",edit_task,"{""title"":""west lobby punchlist item""}"
+"set title to rtu 4 filter swap",edit_task,"{""title"":""rtu 4 filter swap""}"
+"set title to gc callback for unit 18",edit_task,"{""title"":""gc callback for unit 18""}"
+"set title to low slope drain cleanup",edit_task,"{""title"":""low slope drain cleanup""}"
+"set title to temp note 54",edit_task,"{""title"":""temp note 54""}"
+"set title to north stair guardrail touchup",edit_task,"{""title"":""north stair guardrail touchup""}"
+"set title to vav box 12 noise check",edit_task,"{""title"":""vav box 12 noise check""}"
+"set title to loading bay camera mount",edit_task,"{""title"":""loading bay camera mount""}"
+"change title to rfi pending storefront mullion",edit_task,"{""title"":""rfi pending storefront mullion""}"
+"change title to ahu 2 condensate reroute",edit_task,"{""title"":""ahu 2 condensate reroute""}"
+"change title to slab edge patch south tower",edit_task,"{""title"":""slab edge patch south tower""}"
+"change title to mop sink backflow question",edit_task,"{""title"":""mop sink backflow question""}"
+"change title to fp panel zone 6 reset",edit_task,"{""title"":""fp panel zone 6 reset""}"
+"change title to unit b7 turnover note",edit_task,"{""title"":""unit b7 turnover note""}"
+"change title to mezzanine bird screen gap",edit_task,"{""title"":""mezzanine bird screen gap""}"
+"change title to short test phrase 88",edit_task,"{""title"":""short test phrase 88""}"
+"change title to xrf sample hold",edit_task,"{""title"":""xrf sample hold""}"
+"change title to parking gate loop issue",edit_task,"{""title"":""parking gate loop issue""}"
+"rename to kitchen gfi nuisance trip",edit_task,"{""title"":""kitchen gfi nuisance trip""}"
+"rename to level 8 fan coil rattle",edit_task,"{""title"":""level 8 fan coil rattle""}"
+"rename to podium joint sealant review",edit_task,"{""title"":""podium joint sealant review""}"
+"rename to roofer return visit 3",edit_task,"{""title"":""roofer return visit 3""}"
+"rename to elevator sump float check",edit_task,"{""title"":""elevator sump float check""}"
+"rename to ewc battery replacement",edit_task,"{""title"":""ewc battery replacement""}"
+"rename to brick sample mockup",edit_task,"{""title"":""brick sample mockup""}"
+"rename to permit card photo",edit_task,"{""title"":""permit card photo""}"
+"rename to bms point mapping",edit_task,"{""title"":""bms point mapping""}"
+"rename to p3 signage typo",edit_task,"{""title"":""p3 signage typo""}"
+"call it millwork scratch at suite 204",edit_task,"{""title"":""millwork scratch at suite 204""}"
+"call it dehumidifier drain slope",edit_task,"{""title"":""dehumidifier drain slope""}"
+"call it curtain track bind",edit_task,"{""title"":""curtain track bind""}"
+"call it room 512 odor complaint",edit_task,"{""title"":""room 512 odor complaint""}"
+"call it low voltage label mismatch",edit_task,"{""title"":""low voltage label mismatch""}"
+"call it oac louver dent",edit_task,"{""title"":""oac louver dent""}"
+"call it phasing note delta",edit_task,"{""title"":""phasing note delta""}"
+"call it paint sample c",edit_task,"{""title"":""paint sample c""}"
+"call it rooftop curb shim",edit_task,"{""title"":""rooftop curb shim""}"
+"call it unit 9 closet punch",edit_task,"{""title"":""unit 9 closet punch""}"
+"make the title plaza deck moisture test",edit_task,"{""title"":""plaza deck moisture test""}"
+"make the title rfq for temp fencing",edit_task,"{""title"":""rfq for temp fencing""}"
+"make the title warehouse dock bumper",edit_task,"{""title"":""warehouse dock bumper""}"
+"make the title south facade drip mark",edit_task,"{""title"":""south facade drip mark""}"
+"make the title piping iso mismatch",edit_task,"{""title"":""piping iso mismatch""}"
+"make the title hold for owner color pick",edit_task,"{""title"":""hold for owner color pick""}"
+"make the title random phrase kiwi ladder",edit_task,"{""title"":""random phrase kiwi ladder""}"
+"make the title test row gamma 11",edit_task,"{""title"":""test row gamma 11""}"
+"make the title gym floor bubble",edit_task,"{""title"":""gym floor bubble""}"
+"make the title lobby bench wobble",edit_task,"{""title"":""lobby bench wobble""}"
+"update the title to panelboard a issue",edit_task,"{""title"":""panelboard a issue""}"
+"update the title to duct riser photo needed",edit_task,"{""title"":""duct riser photo needed""}"
+"update the title to retail bay 6 handoff",edit_task,"{""title"":""retail bay 6 handoff""}"
+"update the title to tstat 14 battery low",edit_task,"{""title"":""tstat 14 battery low""}"
+"update the title to fiber patch panel note",edit_task,"{""title"":""fiber patch panel note""}"
+"update the title to qa walk item red",edit_task,"{""title"":""qa walk item red""}"
+"update the title to water entry at cmu joint",edit_task,"{""title"":""water entry at cmu joint""}"
+"update the title to attic access latch",edit_task,"{""title"":""attic access latch""}"
+"update the title to punch cleanup phase 2",edit_task,"{""title"":""punch cleanup phase 2""}"
+"update the title to misc followup 203",edit_task,"{""title"":""misc followup 203""}"
+"change the title to idf rack grounding",edit_task,"{""title"":""idf rack grounding""}"
+"change the title to expansion joint stain",edit_task,"{""title"":""expansion joint stain""}"
+"change the title to unit 31 key handoff",edit_task,"{""title"":""unit 31 key handoff""}"
+"change the title to additonal bollard request",edit_task,"{""title"":""additonal bollard request""}"
+"change the title to plant shelf measurement",edit_task,"{""title"":""plant shelf measurement""}"
+"change the title to sspc coating note",edit_task,"{""title"":""sspc coating note""}"
+"change the title to short weird phrase maple wire",edit_task,"{""title"":""short weird phrase maple wire""}"
+"change the title to elec room 2 cleanout",edit_task,"{""title"":""elec room 2 cleanout""}"
+"change the title to roofer lunch gate code",edit_task,"{""title"":""roofer lunch gate code""}"
+"change the title to sequence test beta",edit_task,"{""title"":""sequence test beta""}"
+"rename this to membrane blister near scupper",edit_task,"{""title"":""membrane blister near scupper""}"
+"rename this to gas valve tag 19",edit_task,"{""title"":""gas valve tag 19""}"
+"rename this to storefront sill bow",edit_task,"{""title"":""storefront sill bow""}"
+"rename this to training row apricot",edit_task,"{""title"":""training row apricot""}"
+"rename this to pex support spacing",edit_task,"{""title"":""pex support spacing""}"
+"rename this to upper roof hatch key",edit_task,"{""title"":""upper roof hatch key""}"
+"rename this to closeout binder photo",edit_task,"{""title"":""closeout binder photo""}"
+"rename this to riser clamp offset",edit_task,"{""title"":""riser clamp offset""}"
+"rename this to beacon strobe sync",edit_task,"{""title"":""beacon strobe sync""}"
+"rename this to blank test title 901",edit_task,"{""title"":""blank test title 901""}"
+"call this fa node address 23",edit_task,"{""title"":""fa node address 23""}"
+"call this elevator lobby reveal gap",edit_task,"{""title"":""elevator lobby reveal gap""}"
+"call this random words copper peach",edit_task,"{""title"":""random words copper peach""}"
+"call this garage exhaust startup",edit_task,"{""title"":""garage exhaust startup""}"
+"call this typx sign correction",edit_task,"{""title"":""typx sign correction""}"
+"call this owner attic question",edit_task,"{""title"":""owner attic question""}"
+"call this unit 22 paint nick",edit_task,"{""title"":""unit 22 paint nick""}"
+"call this weather seal bite",edit_task,"{""title"":""weather seal bite""}"
+"call this rooftop catwalk bolt",edit_task,"{""title"":""rooftop catwalk bolt""}"
+"call this data drop check",edit_task,"{""title"":""data drop check""}"
+"title should be gc escort required",edit_task,"{""title"":""gc escort required""}"
+"title should be bypass damper label",edit_task,"{""title"":""bypass damper label""}"
+"title should be random title lemon truck",edit_task,"{""title"":""random title lemon truck""}"
+"title should be level b2 drain smell",edit_task,"{""title"":""level b2 drain smell""}"
+"title should be temporary lighting cord",edit_task,"{""title"":""temporary lighting cord""}"
+"title should be room 606 latch check",edit_task,"{""title"":""room 606 latch check""}"
+"title should be smoke seal corner",edit_task,"{""title"":""smoke seal corner""}"
+"title should be cpvc hanger touchup",edit_task,"{""title"":""cpvc hanger touchup""}"
+"title should be panel l2 deadfront",edit_task,"{""title"":""panel l2 deadfront""}"
+"title should be x1 sample note",edit_task,"{""title"":""x1 sample note""}"
+"retitle it as podium drain basket",edit_task,"{""title"":""podium drain basket""}"
+"retitle it as mixed air sensor drift",edit_task,"{""title"":""mixed air sensor drift""}"
+"retitle it as orange ladder sticker",edit_task,"{""title"":""orange ladder sticker""}"
+"retitle it as cctv mount shim",edit_task,"{""title"":""cctv mount shim""}"
+"retitle it as room 119 grout haze",edit_task,"{""title"":""room 119 grout haze""}"
+"retitle it as air balance revisit",edit_task,"{""title"":""air balance revisit""}"
+"retitle it as permit scan upload",edit_task,"{""title"":""permit scan upload""}"
+"retitle it as slab scan pending",edit_task,"{""title"":""slab scan pending""}"
+"retitle it as odor test north wing",edit_task,"{""title"":""odor test north wing""}"
+"retitle it as tbd closeout line",edit_task,"{""title"":""tbd closeout line""}"
+"use valley flashing punch as the title",edit_task,"{""title"":""valley flashing punch""}"
+"use owner note 3 as the title",edit_task,"{""title"":""owner note 3""}"
+"use thermal camera revisit as the title",edit_task,"{""title"":""thermal camera revisit""}"
+"use level 1 mop base as the title",edit_task,"{""title"":""level 1 mop base""}"
+"use qd sample batch as the title",edit_task,"{""title"":""qd sample batch""}"
+"use random words silver tunnel as the title",edit_task,"{""title"":""random words silver tunnel""}"
+"use louver birdscreen tear as the title",edit_task,"{""title"":""louver birdscreen tear""}"
+"use room 204 hinge squeak as the title",edit_task,"{""title"":""room 204 hinge squeak""}"
+"use punch item kiwi 2 as the title",edit_task,"{""title"":""punch item kiwi 2""}"
+"use condensate trap primer as the title",edit_task,"{""title"":""condensate trap primer""}"

tokenizer.json

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+oid sha256:e3655797f9d732b7dc08b4225200697af8e37d94b74711d9b1d8166feb953578
+size 33384774

tokenizer_config.json

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+{
+  "backend": "tokenizers",
+  "boi_token": "<start_of_image>",
+  "bos_token": "<bos>",
+  "clean_up_tokenization_spaces": false,
+  "eoi_token": "<end_of_image>",
+  "eos_token": "<eos>",
+  "extra_special_tokens": [],
+  "image_token": "<image_soft_token>",
+  "is_local": true,
+  "mask_token": "<mask>",
+  "model_max_length": 1000000000000000019884624838656,
+  "model_specific_special_tokens": {
+    "boi_token": "<start_of_image>",
+    "eoi_token": "<end_of_image>",
+    "image_token": "<image_soft_token>",
+    "sfr_token": "<start_function_response>"
+  },
+  "pad_token": "<pad>",
+  "padding_side": "left",
+  "sfr_token": "<start_function_response>",
+  "sp_model_kwargs": null,
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "GemmaTokenizer",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}

training_args.bin

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