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.ipynb_checkpoints/README-checkpoint.md

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+---
+base_model: []
+library_name: transformers
+tags:
+- mergekit
+- merge
+
+---
+# toppy_old_remake
+
+This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+
+## Merge Details
+### Merge Method
+
+This model was merged using the [Task Arithmetic](https://arxiv.org/abs/2212.04089) merge method using /workspace/toppy/mistralai_Mistral-7B-v0.1 as a base.
+
+### Models Merged
+
+The following models were included in the merge:
+* /workspace/toppy/stepB1
+* /workspace/toppy/stepC1
+* /workspace/toppy/stepA1
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+base_model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+dtype: bfloat16
+merge_method: task_arithmetic
+modules:
+  default:
+    slices:
+    - sources:
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: -0.08064321988635652
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.47180144787421097
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.49216900949431464
+      - layer_range: [0, 8]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.4262113662158592
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.25821032498583896
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 1.1337184135136393
+      - layer_range: [8, 16]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.08816883209543347
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: -0.04615180476355138
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.6614915110635577
+      - layer_range: [16, 24]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.2995904282557765
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.48755088752753767
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.48445653643927594
+      - layer_range: [24, 32]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+parameters:
+  int8_mask: 1.0
+  normalize: 0.0
+tokenizer_source: /workspace/toppy/stepC1
+```

README.md

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+---
+base_model: []
+library_name: transformers
+tags:
+- mergekit
+- merge
+
+---
+# toppy_old_remake
+
+This is a merge of pre-trained language models created using [mergekit](https://github.com/cg123/mergekit).
+
+## Merge Details
+### Merge Method
+
+This model was merged using the [Task Arithmetic](https://arxiv.org/abs/2212.04089) merge method using /workspace/toppy/mistralai_Mistral-7B-v0.1 as a base.
+
+### Models Merged
+
+The following models were included in the merge:
+* /workspace/toppy/stepB1
+* /workspace/toppy/stepC1
+* /workspace/toppy/stepA1
+
+### Configuration
+
+The following YAML configuration was used to produce this model:
+
+```yaml
+base_model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+dtype: bfloat16
+merge_method: task_arithmetic
+modules:
+  default:
+    slices:
+    - sources:
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: -0.08064321988635652
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.47180144787421097
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.49216900949431464
+      - layer_range: [0, 8]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.4262113662158592
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.25821032498583896
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 1.1337184135136393
+      - layer_range: [8, 16]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.08816883209543347
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: -0.04615180476355138
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.6614915110635577
+      - layer_range: [16, 24]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.2995904282557765
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.48755088752753767
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.48445653643927594
+      - layer_range: [24, 32]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+parameters:
+  int8_mask: 1.0
+  normalize: 0.0
+tokenizer_source: /workspace/toppy/stepC1
+```

config.json

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+{
+  "_name_or_path": "/workspace/toppy/mistralai_Mistral-7B-v0.1",
+  "architectures": [
+    "MistralForCausalLM"
+  ],
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "head_dim": 128,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 14336,
+  "max_position_embeddings": 32768,
+  "model_type": "mistral",
+  "num_attention_heads": 32,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 8,
+  "rms_norm_eps": 1e-05,
+  "rope_theta": 10000.0,
+  "sliding_window": 4096,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.49.0",
+  "use_cache": true,
+  "vocab_size": 32000
+}

mergekit-config-final.yml

@@ -0,0 +1,69 @@
+
+base_model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+dtype: bfloat16
+merge_method: task_arithmetic
+parameters:
+  int8_mask: 1.0
+  normalize: 0.0
+slices:
+- sources:
+  - layer_range: [0, 8]
+    model: /workspace/toppy/stepC1
+    parameters:
+      weight: -0.08064321988635652
+  - layer_range: [0, 8]
+    model: /workspace/toppy/stepB1
+    parameters:
+      weight: 0.47180144787421097
+  - layer_range: [0, 8]
+    model: /workspace/toppy/stepA1
+    parameters:
+      weight: 0.49216900949431464
+  - layer_range: [0, 8]
+    model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+- sources:
+  - layer_range: [8, 16]
+    model: /workspace/toppy/stepC1
+    parameters:
+      weight: 0.4262113662158592
+  - layer_range: [8, 16]
+    model: /workspace/toppy/stepB1
+    parameters:
+      weight: 0.25821032498583896
+  - layer_range: [8, 16]
+    model: /workspace/toppy/stepA1
+    parameters:
+      weight: 1.1337184135136393
+  - layer_range: [8, 16]
+    model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+- sources:
+  - layer_range: [16, 24]
+    model: /workspace/toppy/stepC1
+    parameters:
+      weight: 0.08816883209543347
+  - layer_range: [16, 24]
+    model: /workspace/toppy/stepB1
+    parameters:
+      weight: -0.04615180476355138
+  - layer_range: [16, 24]
+    model: /workspace/toppy/stepA1
+    parameters:
+      weight: 0.6614915110635577
+  - layer_range: [16, 24]
+    model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+- sources:
+  - layer_range: [24, 32]
+    model: /workspace/toppy/stepC1
+    parameters:
+      weight: 0.2995904282557765
+  - layer_range: [24, 32]
+    model: /workspace/toppy/stepB1
+    parameters:
+      weight: 0.48755088752753767
+  - layer_range: [24, 32]
+    model: /workspace/toppy/stepA1
+    parameters:
+      weight: 0.48445653643927594
+  - layer_range: [24, 32]
+    model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+tokenizer_source: /workspace/toppy/stepC1

mergekit-config.yml

@@ -0,0 +1,19 @@
+
+genome:
+    models:
+       - "/workspace/toppy/stepC1"
+       - "/workspace/toppy/stepB1"
+       - "/workspace/toppy/stepA1"
+    merge_method: task_arithmetic
+    base_model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    tokenizer_source: "/workspace/toppy/stepC1" # optional
+    layer_granularity: 8
+
+    # optional:
+    normalize: false
+    allow_negative_weights: true
+    smooth: false
+tasks:
+  - name: gsm8k
+    weight: 1.0 # optional
+    metric: "exact_match,strict-match" # defaults to acc,none

mergekit_config.yml

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+base_model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+dtype: bfloat16
+merge_method: task_arithmetic
+modules:
+  default:
+    slices:
+    - sources:
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: -0.08064321988635652
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.47180144787421097
+      - layer_range: [0, 8]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.49216900949431464
+      - layer_range: [0, 8]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.4262113662158592
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.25821032498583896
+      - layer_range: [8, 16]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 1.1337184135136393
+      - layer_range: [8, 16]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.08816883209543347
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: -0.04615180476355138
+      - layer_range: [16, 24]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.6614915110635577
+      - layer_range: [16, 24]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+    - sources:
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepC1
+        parameters:
+          weight: 0.2995904282557765
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepB1
+        parameters:
+          weight: 0.48755088752753767
+      - layer_range: [24, 32]
+        model: /workspace/toppy/stepA1
+        parameters:
+          weight: 0.48445653643927594
+      - layer_range: [24, 32]
+        model: /workspace/toppy/mistralai_Mistral-7B-v0.1
+parameters:
+  int8_mask: 1.0
+  normalize: 0.0
+tokenizer_source: /workspace/toppy/stepC1

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+      "content": "</s>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<unk>",
+    "<s>",
+    "</s>"
+  ],
+  "bos_token": "<s>",
+  "chat_template": "{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{ '<|user|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'system' %}\n{{ '<|system|>\n' + message['content'] + eos_token }}\n{% elif message['role'] == 'assistant' %}\n{{ '<|assistant|>\n'  + message['content'] + eos_token }}\n{% endif %}\n{% if loop.last and add_generation_prompt %}\n{{ '<|assistant|>' }}\n{% endif %}\n{% endfor %}",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "extra_special_tokens": {},
+  "legacy": true,
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "</s>",
+  "sp_model_kwargs": {},
+  "spaces_between_special_tokens": false,
+  "tokenizer_class": "LlamaTokenizer",
+  "truncation_side": "left",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": true
+}