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Model: haykgrigorian/TimeCapsuleLLM-London-1800-1875-v2mini-eval1-300M Source: Original Platform
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LICENSE
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LICENSE
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MIT License
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Copyright (c) 2025 Hayk Grigorian
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Permission is hereby granted, free of charge, to any person obtaining a copy
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of this software and associated documentation files (the "Software"), to deal
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in the Software without restriction, including without limitation the rights
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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copies of the Software, and to permit persons to whom the Software is
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furnished to do so, subject to the following conditions:
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The above copyright notice and this permission notice shall be included in all
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copies or substantial portions of the Software.
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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SOFTWARE.
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README.md
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README.md
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---
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license: mit
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language:
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- en
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pipeline_tag: text-generation
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datasets:
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- haykgrigorian/TimeCapsuleLLM-London-1800-1875-v2-15GB
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library_name: transformers
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---
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# haykgrigorian/v2mini-eval1: Llama-Architecture 318M Model
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## Model Overview
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**v2mini-eval1** model, trained from scratch on 15GB of 1800-1875 london texts using the modern Llama architecture. This model was trained for v2's dataset evaluation.
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| Detail | Value |
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| :--- | :--- |
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| **Model Architecture** | LlamaForCausalLM (Decoder-Only Transformer) |
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| **Parameter Count** | **~318 Million (318M)** |
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| **Training Type** | Trained **from Scratch** (Random Initialization) |
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| **Tokenizer** | Custom BPE, Vocab Size 32,000 |
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| **Sequence Length** | 1024 tokens |
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| **Attention Type** | Grouped Query Attention (GQA) |
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## Configuration Details
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This model is a custom size and configuration based on Llama:
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| Parameter | Value |
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| :--- | :--- |
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| **Number of Layers** | 20 |
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| **Hidden Size (d)** | 1024 |
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| **Intermediate Size ($\text{d}_{\text{ff}}$)** | 2752 |
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| **Attention Heads** | 16 (Query) / 8 (Key/Value) |
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| **Activation Function** | SiLU (`silu`) |
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| **Normalization** | RMS Norm (`rms_norm_eps`: 1e-05) |
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| **Position Embeddings** | Rotary Positional Embeddings (RoPE) |
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## Model Issues
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This is an evaluation model, it was trained from scratch using a 15GB sample from a 90GB dataset for 10k steps. There was a tokenization issue and output comes out like this:
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- default: "D oes that work more of h ise x cell ent st ir ring , in his pl ays"
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- fixed: "Does that work more of his excellent stirring, in his plays"
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This is just a tokenizer issue, just fix the output yourself or if you're lazy feed it to an LLM and have it fixed.
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### How to Load and Run the Model
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Install all the files locally in a folder and run the test script. You will have to make some adjustments in the run script like updating the config/file path and test prompts
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### Test script
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A run file for testing and evaluating this model is available on the main project repository:
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* **Test Script Link:** [test_v2mini_eval1.py on GitHub](https://github.com/haykgrigo3/TimeCapsuleLLM/blob/main/london_1800_1875_v2mini_eval1/test_v2mini_eval1.py)
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config.json
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config.json
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{
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"architectures": [
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"LlamaForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 0,
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"dtype": "float32",
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"eos_token_id": 1,
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"head_dim": 64,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 2752,
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"max_position_embeddings": 1024,
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"mlp_bias": false,
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"model_type": "llama",
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"num_attention_heads": 16,
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"num_hidden_layers": 20,
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"num_key_value_heads": 8,
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"pad_token_id": 3,
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"pretraining_tp": 1,
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"rms_norm_eps": 1e-05,
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"rope_scaling": null,
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"rope_theta": 10000,
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"tie_word_embeddings": false,
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"transformers_version": "4.57.3",
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"use_cache": false,
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"vocab_size": 32000
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}
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generation_config.json
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{
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"_from_model_config": true,
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"bos_token_id": 0,
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"eos_token_id": [
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1,
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2
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],
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"pad_token_id": 3,
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"transformers_version": "4.57.3",
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"use_cache": false
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}
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:153b70fac1fc6287618562f55914b6e977381d4265ef7a66be20849ef5007a7f
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size 1190322376
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special_tokens_map.json
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"eos_token": "</s>",
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"pad_token": "<pad>",
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"unk_token": "<unk>"
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}
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tokenizer.json
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tokenizer.json
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tokenizer_config.json
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{
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "</s>",
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"lstrip": false,
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"normalized": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"eos_token": "</s>",
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"extra_special_tokens": {},
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"model_max_length": 1024,
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"pad_token": "<pad>",
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"tokenizer_class": "PreTrainedTokenizerFast",
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"unk_token": "<unk>"
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}
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