Instructions to use AgentGYM-exp/syndra-large with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use AgentGYM-exp/syndra-large with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="AgentGYM-exp/syndra-large")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("AgentGYM-exp/syndra-large", dtype="auto")

PEFT
How to use AgentGYM-exp/syndra-large with PEFT:
```
Task type is invalid.
```
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use AgentGYM-exp/syndra-large with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "AgentGYM-exp/syndra-large"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AgentGYM-exp/syndra-large",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/AgentGYM-exp/syndra-large

SGLang

How to use AgentGYM-exp/syndra-large with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "AgentGYM-exp/syndra-large" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AgentGYM-exp/syndra-large",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "AgentGYM-exp/syndra-large" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "AgentGYM-exp/syndra-large",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use AgentGYM-exp/syndra-large with Docker Model Runner:
```
docker model run hf.co/AgentGYM-exp/syndra-large
```

victormaricato commited on Oct 29, 2025

Commit

f77aba9

verified ·

1 Parent(s): 6b20e60

Upload folder using huggingface_hub

Browse files

Files changed (12) hide show

README.md +1 -1
adapter_config.json +6 -6
adapter_model.safetensors +2 -2
added_tokens.json +28 -0
chat_template.jinja +90 -0
merges.txt +0 -0
special_tokens_map.json +15 -11
tokenizer.json +2 -2
tokenizer_config.json +86 -1917
training_args.bin +2 -2
training_params.json +3 -3
vocab.json +0 -0

README.md CHANGED Viewed

@@ -5,7 +5,7 @@ tags:
 - text-generation
 - peft
 library_name: transformers
-base_model: Salesforce/Llama-xLAM-2-70b-fc-r
 widget:
   - messages:
       - role: user

 - text-generation
 - peft
 library_name: transformers
+base_model: iceberg0142/Affine-TR
 widget:
   - messages:
       - role: user

adapter_config.json CHANGED Viewed

@@ -1,7 +1,7 @@
 {
   "alpha_pattern": {},
   "auto_mapping": null,
-  "base_model_name_or_path": "Salesforce/Llama-xLAM-2-70b-fc-r",
   "bias": "none",
   "eva_config": null,
   "exclude_modules": null,
@@ -23,13 +23,13 @@
   "rank_pattern": {},
   "revision": null,
   "target_modules": [
-    "gate_proj",
-    "q_proj",
-    "v_proj",
-    "k_proj",
     "up_proj",
     "o_proj",
-    "down_proj"
   ],
   "task_type": "CAUSAL_LM",
   "use_dora": false,

 {
   "alpha_pattern": {},
   "auto_mapping": null,
+  "base_model_name_or_path": "iceberg0142/Affine-TR",
   "bias": "none",
   "eva_config": null,
   "exclude_modules": null,
   "rank_pattern": {},
   "revision": null,
   "target_modules": [
+    "down_proj",
     "up_proj",
     "o_proj",
+    "gate_proj",
+    "k_proj",
+    "v_proj",
+    "q_proj"
   ],
   "task_type": "CAUSAL_LM",
   "use_dora": false,

adapter_model.safetensors CHANGED Viewed

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+size 1685278680

added_tokens.json ADDED Viewed

	@@ -0,0 +1,28 @@

+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

chat_template.jinja ADDED Viewed

	@@ -0,0 +1,90 @@

+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {{- messages[0].content + '\n\n' }}
+    {%- endif %}
+    {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- for message in messages %}
+    {%- if message.content is string %}
+        {%- set content = message.content %}
+    {%- else %}
+        {%- set content = '' %}
+    {%- endif %}
+    {%- if (message.role == "user") or (message.role == "system" and not loop.first) %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set has_loss = (message.loss is defined and message.loss) %}
+        {{- '<|im_start|>' + message.role + '\n' }}
+        {%- if has_loss -%}
+        {%- generation -%}
+        {{- content }}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>' }}
+        {%- endgeneration -%}
+        {{- '\n' }}
+        {%- else -%}
+            {{- content }}
+            {%- if message.tool_calls %}
+                {%- for tool_call in message.tool_calls %}
+                    {%- if (loop.first and content) or (not loop.first) %}
+                        {{- '\n' }}
+                    {%- endif %}
+                    {%- if tool_call.function %}
+                        {%- set tool_call = tool_call.function %}
+                    {%- endif %}
+                    {{- '<tool_call>\n{"name": "' }}
+                    {{- tool_call.name }}
+                    {{- '", "arguments": ' }}
+                    {%- if tool_call.arguments is string %}
+                        {{- tool_call.arguments }}
+                    {%- else %}
+                        {{- tool_call.arguments | tojson }}
+                    {%- endif %}
+                    {{- '}\n</tool_call>' }}
+                {%- endfor %}
+            {%- endif %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

merges.txt ADDED Viewed

The diff for this file is too large to render. See raw diff

special_tokens_map.json CHANGED Viewed

@@ -1,24 +1,28 @@
 {
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     "lstrip": false,
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 {
   "additional_special_tokens": [
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+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
   ],
   "eos_token": {
+    "content": "<|im_end|>",
     "lstrip": false,
     "normalized": false,
     "rstrip": false,
     "single_word": false
   },
   "pad_token": {
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     "lstrip": false,
     "normalized": false,
     "rstrip": false,

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-    "128247": {
-      "content": "<|reserved_special_token_239|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     },
-    "128248": {
-      "content": "<|reserved_special_token_240|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     },
-    "128249": {
-      "content": "<|reserved_special_token_241|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     },
-    "128250": {
-      "content": "<|reserved_special_token_242|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     },
-    "128251": {
-      "content": "<|reserved_special_token_243|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     },
-    "128252": {
-      "content": "<|reserved_special_token_244|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     },
-    "128253": {
-      "content": "<|reserved_special_token_245|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     },
-    "128254": {
-      "content": "<|reserved_special_token_246|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     },
-    "128255": {
-      "content": "<|reserved_special_token_247|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
-      "special": true
     }
   },
   "additional_special_tokens": [
-    "<|eot_id|>",
-    "<|eom_id|>"
   ],
-  "bos_token": "<|begin_of_text|>",
-  "chat_template": "{{- bos_token }}\n{%- if custom_tools is defined %}\n    {%- set tools = custom_tools %}\n{%- endif %}\n{%- if not tools_in_user_message is defined %}\n    {%- set tools_in_user_message = true %}\n{%- endif %}\n{%- if not tools is defined %}\n    {%- set tools = none %}\n{%- endif %}\n\n{#- Extract system message #}\n{{- \"<|start_header_id|>system<|end_header_id|>\\n\\n\" }}\n{%- if messages[0]['role'] == 'system' %}\n    {%- set system_message = messages[0]['content'] | trim %}\n    {%- set messages = messages[1:] %}\n    {{- system_message + \"\\n\" }}\n{%- else %}\n    {%- set system_message = \"You are a helpful assistant that can use tools. You are developed by Salesforce xLAM team.\" %}\n    {% set format_instruction %}You have access to a set of tools. When using tools, make calls in a single JSON array: \n\n[{\"name\": \"tool_call_name\", \"arguments\": {\"arg1\": \"value1\", \"arg2\": \"value2\"}}, ... (additional parallel tool calls as needed)]\n\nIf no tool is suitable, state that explicitly. If the user's input lacks required parameters, ask for clarification. Do not interpret or respond until tool results are returned. Once they are available, process them or make additional calls if needed. For tasks that don't require tools, such as casual conversation or general advice, respond directly in plain text. The available tools are:{% endset %}\n    {{- system_message + \"\\n\" }}\n    {%- if tools is not none %}\n        {{- format_instruction + \"\\n\\n\" }}\n    {%- endif %}\n{%- endif %}\n\n\n{%- if tools is not none %}\n    {%- for t in tools %}\n        {{- t | tojson(indent=4) }}\n        {{- \"\\n\\n\" }}\n    {%- endfor %}\n{%- endif %}\n{{- \"<|eot_id|>\" }}\n\n{%- for message in messages %}\n    {%- if not (message.role == 'ipython' or message.role == 'tool' or 'tool_calls' in message) %}\n        {{- '<|start_header_id|>' + message['role'] + '<|end_header_id|>\\n\\n'+ message['content'] | trim + '<|eot_id|>' }}\n    {%- elif 'tool_calls' in message %}\n        {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' -}}\n        {%- if message['tool_calls'] %}\n            {{- \"[\" }}\n            {%- for tool_call_function in message.tool_calls %}\n                {%- set tool_call = tool_call_function.function %}\n                {{- '{\"name\": \"' + tool_call.name + '\", ' }}\n                {{- '\"arguments\": ' }}\n                {{- tool_call.arguments | tojson }}\n                {{- \"}\" }}\n                {%- if not loop.last %}\n                    {{- \", \" }}\n                {%- endif %}\n            {%- endfor %}\n            {{- \"]\" }}\n            {{- \"<|eot_id|>\" }}\n        {%- elif message['content'] %}\n            {{- message['content'] | trim + '<|eot_id|>' }}\n        {%- else %}\n            {{- \"[]\\n\" + '<|eot_id|>' }}\n        {%- endif %}\n    {%- elif message.role == \"tool\" or message.role == \"ipython\" %}\n        {{- \"<|start_header_id|>\" + \"ipython\" + \"<|end_header_id|>\\n\\n\" }}\n        {%- set content = message[\"content\"] %}\n        {%- if content is mapping or (content is iterable and content is not string) %}\n            {{- content | tojson }}\n        {%- else %}\n            {{- content }}\n        {%- endif %}\n        {{- \"<|eot_id|>\" }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|start_header_id|>assistant<|end_header_id|>\\n\\n' }}\n{%- endif %}",
-  "clean_up_tokenization_spaces": true,
-  "eos_token": "<|eot_id|>",
   "extra_special_tokens": {},
-  "model_input_names": [
-    "input_ids",
-    "attention_mask"
-  ],
   "model_max_length": 2048,
-  "pad_token": "<|eot_id|>",
-  "padding_side": "right",
   "split_special_tokens": false,
-  "tokenizer_class": "PreTrainedTokenizerFast"
 }

 {
+  "add_bos_token": false,
+  "add_prefix_space": false,
   "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151644": {
+      "content": "<|im_start|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151645": {
+      "content": "<|im_end|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151646": {
+      "content": "<|object_ref_start|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151647": {
+      "content": "<|object_ref_end|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151648": {
+      "content": "<|box_start|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151649": {
+      "content": "<|box_end|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151650": {
+      "content": "<|quad_start|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151651": {
+      "content": "<|quad_end|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151652": {
+      "content": "<|vision_start|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151653": {
+      "content": "<|vision_end|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151654": {
+      "content": "<|vision_pad|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151655": {
+      "content": "<|image_pad|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151656": {
+      "content": "<|video_pad|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
       "special": true
     },
+    "151657": {
+      "content": "<tool_call>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151658": {
+      "content": "</tool_call>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151659": {
+      "content": "<|fim_prefix|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151660": {
+      "content": "<|fim_middle|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151661": {
+      "content": "<|fim_suffix|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151662": {
+      "content": "<|fim_pad|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151663": {
+      "content": "<|repo_name|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151664": {
+      "content": "<|file_sep|>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151665": {
+      "content": "<tool_response>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151666": {
+      "content": "</tool_response>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151667": {
+      "content": "<think>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     },
+    "151668": {
+      "content": "</think>",
       "lstrip": false,
       "normalized": false,
       "rstrip": false,
       "single_word": false,
+      "special": false
     }
   },
   "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
   ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
   "extra_special_tokens": {},
   "model_max_length": 2048,
+  "pad_token": "<|endoftext|>",
   "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
 }

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:73990ebe642b460974679f9a8ddbaf1caf732a410fb0c01ec5c86aa41d4355e4
-size 6904

 version https://git-lfs.github.com/spec/v1
+oid sha256:0ba6bc6a8b856e4798035cf87c584df0dc96777f7204055776976f1571af1bd2
+size 5688

training_params.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-    "model": "Salesforce/Llama-xLAM-2-70b-fc-r",
     "project_name": "syndra-large",
     "data_path": "victormaricato/syndra-autotrain-dataset",
     "train_split": "train",
@@ -43,7 +43,7 @@
     "text_column": "output",
     "rejected_text_column": null,
     "push_to_hub": true,
-    "username": "victormaricato",
     "unsloth": false,
-    "distributed_backend": "deepspeed"
 }

 {
+    "model": "iceberg0142/Affine-TR",
     "project_name": "syndra-large",
     "data_path": "victormaricato/syndra-autotrain-dataset",
     "train_split": "train",
     "text_column": "output",
     "rejected_text_column": null,
     "push_to_hub": true,
+    "username": "AgentGYM-exp",
     "unsloth": false,
+    "distributed_backend": null
 }

vocab.json ADDED Viewed

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