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config.json

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+{
+  "_name_or_path": "MrezaPRZ/CodeLlama-7B-sqlite-expert",
+  "architectures": [
+    "MixtralForCausalLM"
+  ],
+  "attention_bias": false,
+  "attention_dropout": 0.0,
+  "bos_token_id": 1,
+  "eos_token_id": 2,
+  "hidden_act": "silu",
+  "hidden_size": 4096,
+  "initializer_range": 0.02,
+  "intermediate_size": 11008,
+  "max_position_embeddings": 16384,
+  "mlp_bias": false,
+  "model_type": "mixtral",
+  "num_attention_heads": 32,
+  "num_experts_per_tok": 2,
+  "num_hidden_layers": 32,
+  "num_key_value_heads": 32,
+  "num_local_experts": 3,
+  "output_router_logits": false,
+  "pretraining_tp": 1,
+  "rms_norm_eps": 1e-05,
+  "rope_scaling": null,
+  "rope_theta": 1000000,
+  "router_aux_loss_coef": 0.001,
+  "router_jitter_noise": 0.0,
+  "sliding_window": null,
+  "tie_word_embeddings": false,
+  "torch_dtype": "bfloat16",
+  "transformers_version": "4.41.2",
+  "use_cache": true,
+  "vocab_size": 32016
+}

mergekit_moe_config.yml

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+base_model: MrezaPRZ/CodeLlama-7B-sqlite-expert
+experts:
+  - source_model: MrezaPRZ/CodeLlama-7B-sqlite-expert
+    positive_prompts:
+    - "JULIANDAY"
+    - "CURRENT_TIME"
+    - "GLOB"
+    - "GROUP_CONCAT"
+    - "QUOTE"
+    - "TOTAL"
+    - "VACUUM"
+    - "UNLIKELY"
+    - "LIKELY"
+    - "CHAR"
+    negative_prompts:
+    - "ARRAY_AGG"
+    - "STRING_AGG"
+    - "JSONB_BUILD_OBJECT"
+    - "TO_CHAR"
+    - "GENERATE_SERIES"
+    - "RANK"
+    - "CUME_DIST"
+    - "LEAD"
+    - "LAG"
+    - "TABLESAMPLE"
+    - "ARRAY_CONCAT"
+    - "STRUCT"
+    - "UNNEST"
+    - "SAFE_DIVIDE"
+    - "NET.IP_FROM_STRING"
+    - "PARSE_TIMESTAMP"
+    - "GENERATE_ARRAY"
+    - "FARM_FINGERPRINT"
+    - "ARRAY_TO_STRING"
+    - "PIVOT"
+  - source_model: MrezaPRZ/CodeLlama-7B-postgres-expert
+    positive_prompts:
+    - "ARRAY_AGG"
+    - "STRING_AGG"
+    - "JSONB_BUILD_OBJECT"
+    - "TO_CHAR"
+    - "GENERATE_SERIES"
+    - "RANK"
+    - "CUME_DIST"
+    - "LEAD"
+    - "LAG"
+    - "TABLESAMPLE"
+    negative_prompts:
+    - "JULIANDAY"
+    - "CURRENT_TIME"
+    - "GLOB"
+    - "GROUP_CONCAT"
+    - "QUOTE"
+    - "TOTAL"
+    - "VACUUM"
+    - "UNLIKELY"
+    - "LIKELY"
+    - "CHAR"
+    - "ARRAY_CONCAT"
+    - "STRUCT"
+    - "UNNEST"
+    - "SAFE_DIVIDE"
+    - "NET.IP_FROM_STRING"
+    - "PARSE_TIMESTAMP"
+    - "GENERATE_ARRAY"
+    - "FARM_FINGERPRINT"
+    - "ARRAY_TO_STRING"
+    - "PIVOT"
+  - source_model: MrezaPRZ/CodeLlama-7B-bigquery-expert
+    positive_prompts:
+    - "ARRAY_CONCAT"
+    - "STRUCT"
+    - "UNNEST"
+    - "SAFE_DIVIDE"
+    - "NET.IP_FROM_STRING"
+    - "PARSE_TIMESTAMP"
+    - "GENERATE_ARRAY"
+    - "FARM_FINGERPRINT"
+    - "ARRAY_TO_STRING"
+    - "PIVOT"
+    negative_prompts:
+    - "JULIANDAY"
+    - "CURRENT_TIME"
+    - "GLOB"
+    - "GROUP_CONCAT"
+    - "QUOTE"
+    - "TOTAL"
+    - "VACUUM"
+    - "UNLIKELY"
+    - "LIKELY"
+    - "CHAR"
+    - "ARRAY_AGG"
+    - "STRING_AGG"
+    - "JSONB_BUILD_OBJECT"
+    - "TO_CHAR"
+    - "GENERATE_SERIES"
+    - "RANK"
+    - "CUME_DIST"
+    - "LEAD"
+    - "LAG"
+    - "TABLESAMPLE"
+dtype: bfloat16

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special_tokens_map.json

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+    "▁<EOT>",
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+    "▁<EOT>",
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+    "▁<EOT>"
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tokenizer_config.json

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+      "content": "▁<EOT>",
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+    "▁<EOT>",
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+    "▁<EOT>",
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+    "▁<EOT>"
+  ],
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "</s>",
+  "eot_token": "▁<EOT>",
+  "fill_token": "<FILL_ME>",
+  "legacy": null,
+  "max_length": 1978,
+  "middle_token": "▁<MID>",
+  "model_max_length": 1000000000000000019884624838656,
+  "pad_token": "<s>",
+  "prefix_token": "▁<PRE>",
+  "sp_model_kwargs": {},
+  "stride": 0,
+  "suffix_token": "▁<SUF>",
+  "tokenizer_class": "CodeLlamaTokenizer",
+  "truncation_side": "right",
+  "truncation_strategy": "longest_first",
+  "unk_token": "<unk>",
+  "use_default_system_prompt": false
+}