Upload fine-tuned Deleuze model

.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

Modelfile

@@ -0,0 +1,11 @@
+# ollama modelfile auto-generated by llamafactory
+
+FROM .
+
+TEMPLATE """{{ if .System }}System: {{ .System }}
+{{ end }}{{ range .Messages }}{{ if eq .Role "user" }}Human: {{ .Content }}
+Assistant:{{ else if eq .Role "assistant" }}{{ .Content }}<｜end▁of▁sentence｜>
+{{ end }}{{ end }}"""
+
+PARAMETER stop "<｜end▁of▁sentence｜>"
+PARAMETER num_ctx 4096

README.md

@@ -0,0 +1,88 @@
+# Deleuze-Qwen-1.5B
+
+A fine-tuned language model specialized in the philosophy of Gilles Deleuze, based on DeepSeek-R1-Distill-Qwen-1.5B.
+
+## Model Description
+
+This model was fine-tuned on a corpus of Gilles Deleuze's philosophical works using LoRA (Low-Rank Adaptation) to specialize it in understanding and generating content related to Deleuzian concepts and philosophy.
+
+### Base Model
+
+- **Name**: DeepSeek-R1-Distill-Qwen-1.5B
+- **Type**: Causal Language Model
+- **Size**: 1.5 billion parameters
+
+### Training Data
+
+The model was trained on a dataset compiled from various books and texts by Gilles Deleuze, including:
+- A Thousand Plateaus
+- Difference and Repetition
+- Logic of Sense
+- Anti-Oedipus
+- Cinema 1 & 2
+- And other philosophical works
+
+### Training Procedure
+
+- **Method**: LoRA fine-tuning
+- **LoRA Parameters**:
+  - Rank: 64
+  - Alpha: 128
+  - Dropout: 0.05
+  - Target modules: q_proj, k_proj, v_proj, o_proj, gate_proj, up_proj, down_proj
+- **Training Parameters**:
+  - Learning rate: 5.0e-5
+  - Epochs: 3
+  - Batch size: 2 (with gradient accumulation steps: 4)
+  - Sequence length: 2048
+  - Optimizer: AdamW
+  - LR scheduler: Cosine
+
+## Intended Use
+
+This model is intended for:
+- Research on Deleuze's philosophy
+- Generating explanations of Deleuzian concepts
+- Exploring philosophical ideas through the lens of Deleuze's work
+- Educational purposes related to continental philosophy
+
+## Limitations
+
+- The model may occasionally generate content that sounds plausible but is philosophically inaccurate
+- It has limited knowledge of philosophical works published after its training data cutoff
+- The model may struggle with very specific or obscure references in Deleuze's work
+- As with all language models, it may exhibit biases present in the training data
+
+## Example Usage
+
+```python
+from transformers import AutoModelForCausalLM, AutoTokenizer
+
+# Load model and tokenizer
+model = AutoModelForCausalLM.from_pretrained("wisdomfunction/deleuze-qwen-1.5b")
+tokenizer = AutoTokenizer.from_pretrained("wisdomfunction/deleuze-qwen-1.5b")
+
+# Example prompt
+prompt = "What are the key concepts in Deleuze's philosophy?"
+inputs = tokenizer(prompt, return_tensors="pt")
+
+# Generate response
+outputs = model.generate(**inputs, max_new_tokens=512, do_sample=True, temperature=0.7)
+response = tokenizer.decode(outputs[0], skip_special_tokens=True)
+
+print(response)
+```
+
+## Citation
+
+If you use this model in your research, please cite:
+
+```
+@misc{deleuze-qwen-1.5b,
+  author = {wisdomfunction},
+  title = {Deleuze-Qwen-1.5B: A Fine-tuned Language Model for Deleuzian Philosophy},
+  year = {2025},
+  publisher = {Hugging Face},
+  howpublished = {\url{https://huggingface.co/wisdomfunction/deleuze-qwen-1.5b}}
+}
+``` 

config.json

@@ -0,0 +1,30 @@
+{
+  "_name_or_path": "deepseek-ai/deepseek-r1-distill-qwen-1.5b",
+  "architectures": [
+    "Qwen2ForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 151643,
+  "eos_token_id": 151643,
+  "hidden_act": "silu",
+  "hidden_size": 1536,
+  "initializer_range": 0.02,
+  "intermediate_size": 8960,
+  "max_position_embeddings": 131072,
+  "max_window_layers": 21,
+  "model_type": "qwen2",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 28,
+  "num_key_value_heads": 2,
+  "rms_norm_eps": 1e-06,
+  "rope_scaling": null,
+  "rope_theta": 10000,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.49.0",
+  "use_cache": true,
+  "use_mrope": false,
+  "use_sliding_window": false,
+  "vocab_size": 151936
+}

generation_config.json

@@ -0,0 +1,9 @@
+{
+  "_from_model_config": true,
+  "bos_token_id": 151646,
+  "do_sample": true,
+  "eos_token_id": 151643,
+  "temperature": 0.6,
+  "top_p": 0.95,
+  "transformers_version": "4.49.0"
+}

model.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:4b90a02dce886543d2138f7076456bf9e066d0852b130f40e327d5a4c5e1ce26
+size 3554214752

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<｜begin▁of▁sentence｜>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "<｜end▁of▁sentence｜>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<｜end▁of▁sentence｜>",
+    "lstrip": false,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:e20ddafc659ba90242154b55275402edeca0715e5dbb30f56815a4ce081f4893
+size 11422778

tokenizer_config.json

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+{
+  "add_bos_token": true,
+  "add_eos_token": false,
+  "add_prefix_space": null,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<｜end▁of▁sentence｜>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<｜User｜>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
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+      "normalized": false,
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+      "normalized": false,
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+      "single_word": false,
+      "special": false
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+      "lstrip": false,
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+    "151664": {
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+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "bos_token": "<｜begin▁of▁sentence｜>",
+  "chat_template": "{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='') %}{%- for message in messages %}{%- if message['role'] == 'system' %}{% set ns.system_prompt = message['content'] %}{%- endif %}{%- endfor %}{{bos_token}}{{ns.system_prompt}}{%- for message in messages %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{{'<｜User｜>' + message['content']}}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is none %}{%- set ns.is_tool = false -%}{%- for tool in message['tool_calls']%}{%- if not ns.is_first %}{{'<｜Assistant｜><｜tool▁calls▁begin｜><｜tool▁call▁begin��>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<｜tool▁call▁end｜>'}}{%- set ns.is_first = true -%}{%- else %}{{'\\n' + '<｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + '\\n' + '```json' + '\\n' + tool['function']['arguments'] + '\\n' + '```' + '<｜tool▁call▁end｜>'}}{{'<｜tool▁calls▁end｜><｜end▁of▁sentence｜>'}}{%- endif %}{%- endfor %}{%- endif %}{%- if message['role'] == 'assistant' and message['content'] is not none %}{%- if ns.is_tool %}{{'<｜tool▁outputs▁end｜>' + message['content'] + '<｜end▁of▁sentence｜>'}}{%- set ns.is_tool = false -%}{%- else %}{% set content = message['content'] %}{% if '</think>' in content %}{% set content = content.split('</think>')[-1] %}{% endif %}{{'<｜Assistant｜>' + content + '<｜end▁of▁sentence｜>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<｜tool▁outputs▁begin｜><｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- set ns.is_output_first = false %}{%- else %}{{'\\n<｜tool▁output▁begin｜>' + message['content'] + '<｜tool▁output▁end｜>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<｜tool▁outputs▁end｜>'}}{% endif %}{% if add_generation_prompt and not ns.is_tool %}{{'<｜Assistant｜><think>\\n'}}{% endif %}",
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+  "eos_token": "<｜end▁of▁sentence｜>",
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+  "legacy": true,
+  "model_max_length": 2048,
+  "pad_token": "<｜end▁of▁sentence｜>",
+  "padding_side": "left",
+  "sp_model_kwargs": {},
+  "split_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizerFast",
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+  "use_default_system_prompt": false
+}