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README.md

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+---
+library_name: residuals
+base_model: ibm-granite/granite-4.0-h-micro-base
+base_model_relation: adapter
+instruct_model: ibm-granite/granite-4.0-h-micro
+pipeline_tag: text-generation
+tags:
+- residuals
+- delta
+- task-arithmetic
+- finetune
+---
+
+
+# Instruction Residuals
+
+This repository contains instruction residuals (delta weights) computed as the parameter-wise difference between `ibm-granite/granite-4.0-h-micro` and `ibm-granite/granite-4.0-h-micro-base`.
+
+Apply these residuals to the base model to reconstruct the instruction-tuned weights without retraining.
+
+
+## Usage
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+from residuals import Residuals
+
+base = AutoModelForCausalLM.from_pretrained("ibm-granite/granite-4.0-h-micro-base")
+tok = AutoTokenizer.from_pretrained("ibm-granite/granite-4.0-h-micro-base")
+
+res = Residuals.from_pretrained("residuals/granite-4.0-h-micro")
+res.apply(base, base_tokenizer=tok)
+```
+
+
+## Provenance
+- **Created at**: 2025-10-25T17:40:59.623585+00:00
+- **DType**: float32
+- **Parameters**: 467
+- **Shapes hash**: 910db9fc5770fda73a85ced6cea0e6e2a053e0346b9eac50091b0dae3023ad59
+- **Names hash**: 82d0aee30bf5d9833ffe7352a9e912760015befabf4dddd308608cbc395977ec
+- **Base model**: `ibm-granite/granite-4.0-h-micro-base`
+- **Instruction model**: `ibm-granite/granite-4.0-h-micro`
+
+## Files
+- **model.safetensors**: Serialized residual tensors (safetensors format).
+- (optional) **model.safetensors.index.json** + shard files `model-00001-of-000N.safetensors`, ... for multi-part weights.
+- **config.json**: Residuals metadata and provenance.
+- **tokenizer files**: Saved tokenizer for compatibility.
+
+## About this format
+These are additive residuals (task vectors). Applying them to the base model's parameters reconstructs the instruction-tuned model.
+
+## Tools
+Generated with the `residuals` Python package. Install via: `pip install residuals`.
+- PyPI: https://pypi.org/project/residuals/
+- Source: https://github.com/omarish/residuals

chat_template.jinja

@@ -0,0 +1,118 @@
+{%- set tools_system_message_prefix = 'You are a helpful assistant with access to the following tools. You may call one or more tools to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>'  %}
+{%- set tools_system_message_suffix = '\n</tools>\n\nFor each tool 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>. If a tool does not exist in the provided list of tools, notify the user that you do not have the ability to fulfill the request.' %}
+{%- set documents_system_message_prefix = 'You are a helpful assistant with access to the following documents. You may use one or more documents to assist with the user query.\n\nYou are given a list of documents within <documents></documents> XML tags:\n<documents>' %}
+{%- set documents_system_message_suffix = '\n</documents>\n\nWrite the response to the user\'s input by strictly aligning with the facts in the provided documents. If the information needed to answer the question is not available in the documents, inform the user that the question cannot be answered based on the available data.' %}
+{%- set g4_default_system_message = 'You are a helpful assistant. Please ensure responses are professional, accurate, and safe.' %}
+{%- if available_tools is defined and available_tools %}
+    {%- set tools = available_tools %}
+{%- endif %}
+{%- set ns = namespace(tools_system_message=tools_system_message_prefix,
+                       documents_system_message=documents_system_message_prefix,
+                       default_system_message=g4_default_system_message,
+                       system_message=''
+                       ) %}
+{%- if tools %}
+    {%- for tool in tools %}
+        {%- set ns.tools_system_message = ns.tools_system_message + '\n' + (tool | tojson) %}
+    {%- endfor %}
+    {%- set ns.tools_system_message = ns.tools_system_message + tools_system_message_suffix %}
+{%- else %}
+    {%- set ns.tools_system_message = '' %}
+{%- endif %}
+{%- if documents %}
+    {%- for document in documents %}
+        {%- set ns.documents_system_message = ns.documents_system_message + '\n' + (document | tojson) %}
+    {%- endfor %}
+    {%- set ns.documents_system_message = ns.documents_system_message + documents_system_message_suffix %}
+{%- else %}
+    {%- set ns.documents_system_message = '' %}
+{%- endif %}
+{%- if messages[0].role == 'system' %}
+    {%- if messages[0].content is string %}
+        {%- set ns.system_message = messages[0].content %}
+    {%- elif messages[0].content is iterable %}
+        {%- for entry in messages[0].content %}
+            {%- if entry.type== 'text' %}
+                {%- if ns.system_message != '' %}
+                    {%- set ns.system_message = ns.system_message + '\n' %}
+                {%- endif %}
+                {%- set ns.system_message = ns.system_message + entry.text %}
+            {%- endif %}
+        {%- endfor %}
+    {%- endif %}
+    {%- if tools and documents %}
+        {%- set ns.system_message = ns.system_message + '\n\n' +  ns.tools_system_message + '\n\n' + ns.documents_system_message %}
+    {%- elif tools %}
+        {%- set ns.system_message = ns.system_message + '\n\n' + ns.tools_system_message %}
+    {%- elif documents %}
+        {%- set ns.system_message = ns.system_message + '\n\n' + ns.documents_system_message %}
+    {%- endif %}
+{%- else %}
+    {%- if tools and documents %}
+        {%- set ns.system_message = ns.tools_system_message + '\n\n' + ns.documents_system_message  %}
+    {%- elif tools %}
+        {%- set ns.system_message = ns.tools_system_message %}
+    {%- elif documents %}
+        {%- set ns.system_message = ns.documents_system_message %}
+    {%- endif %}
+{%- endif %}
+{%- if ns.system_message %}
+    {{- '<|start_of_role|>system<|end_of_role|>' + ns.system_message + '<|end_of_text|>\n' }}
+{%- else %}
+    {{- '<|start_of_role|>system<|end_of_role|>' + ns.default_system_message + '<|end_of_text|>\n' }}
+{%- endif %}
+{%- for message in messages %}
+    {%- set content = namespace(val='') %}
+    {%- if message.content is string %}
+        {%- set content.val = message.content %}
+    {%- else %}
+        {%- if message.content is iterable %}
+            {%- for entry in message.content %}
+                {%- if entry.type== 'text' %}
+                    {%- if content.val != '' %}
+                        {%- set content.val = content.val + '\n' %}
+                    {%- endif %}
+                    {%- set content.val = content.val + entry.text %}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+    {%- endif %}
+    {%- if (message.role == 'user') or (message.role == 'system' and not loop.first) %}
+        {{- '<|start_of_role|>' + message.role + '<|end_of_role|>' + content.val + '<|end_of_text|>\n' }}
+    {%- elif message.role == 'assistant' %}
+        {{- '<|start_of_role|>' + message.role + '<|end_of_role|>' + content.val }}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and content.val) 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 %}
+        {{- '<|end_of_text|>\n' }}
+    {%- elif message.role == 'tool' %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != 'tool') %}
+            {{- '<|start_of_role|>user<|end_of_role|>' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content.val }}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != 'tool') %}
+            {{- '<|end_of_text|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|start_of_role|>assistant<|end_of_role|>' }}
+{%- endif %}

config.json

@@ -0,0 +1,25 @@
+{
+  "residuals_version": "1.0",
+  "format": "pytorch",
+  "dtype": "float32",
+  "param_count": 467,
+  "shapes_hash": "910db9fc5770fda73a85ced6cea0e6e2a053e0346b9eac50091b0dae3023ad59",
+  "parameter_names_hash": "82d0aee30bf5d9833ffe7352a9e912760015befabf4dddd308608cbc395977ec",
+  "tokenizer_name": "ibm-granite/granite-4.0-h-micro",
+  "created_at": "2025-10-25T17:40:59.623585+00:00",
+  "library": {
+    "package": "residuals"
+  },
+  "base_model_name": "ibm-granite/granite-4.0-h-micro-base",
+  "instruct_model_name": "ibm-granite/granite-4.0-h-micro",
+  "pipeline_tag": "text-generation",
+  "license": null,
+  "language": null,
+  "tags": [
+    "residuals",
+    "delta",
+    "task-arithmetic",
+    "finetune"
+  ],
+  "base_model_relation": "adapter"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:f4d27bacde24d500574dd0a34b67c6fe536826ad80099ff53a91e0157d353e4a
+size 13587719944

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<|end_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<|end_of_text|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<|pad|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<|unk|>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "100256": {
+      "content": "<|pad|>",
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+      "normalized": false,
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+      "single_word": false,
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+    },
+    "100257": {
+      "content": "<|end_of_text|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "100258": {
+      "content": "<|fim_prefix|>",
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+    },
+    "100259": {
+      "content": "<|fim_middle|>",
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+    },
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