初始化项目，由ModelHub XC社区提供模型
Model: RthItalia/PINDARO-AI-CODE Source: Original Platform
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pindaro-f16.gguf filter=lfs diff=lfs merge=lfs -text
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172
README.md
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172
README.md
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---
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language:
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- en
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- it
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pipeline_tag: text-generation
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library_name: transformers
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tags:
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- llama
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- code
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- coding-assistant
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- gguf
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- instruct
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- 1b
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---
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# PINDARO AI CODE
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PINDARO AI CODE is the code-specialized release of the Pindaro model family.
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## Model At A Glance
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- Architecture: `LlamaForCausalLM`
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- Model type: `llama`
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- Approx. parameters: **~1.1B**
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- Precision: `float16`
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- Context length: `2048`
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- Vocabulary size: `32002`
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- Languages: English, Italian
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- Primary use: code generation and coding assistance
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## Included Artifacts
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Hugging Face format:
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- `model.safetensors`
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- `config.json`
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- `generation_config.json`
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- `tokenizer.json`
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- `tokenizer.model`
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- `tokenizer_config.json`
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- `special_tokens_map.json`
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- `added_tokens.json`
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GGUF format:
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- `pindaro-f16.gguf`
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- `pindaro-q4_k_m.gguf`
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Release docs:
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- `release/RELEASE_MANIFEST.json`
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- `release/RELEASE_NOTES.md`
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- `release/SHA256SUMS.txt`
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## Prompt Format
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Special tokens:
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- `<|noesis|>` (id `32000`)
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- `<|end|>` (id `32001`)
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Configured chat template uses role sections and appends a code-fence prefix in generation prompt:
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```jinja
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{{ bos_token }}{% for message in messages %}<|noesis|>
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{% if message['role'] == 'system' %}### System
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{{ message['content'] }}
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{% elif message['role'] == 'user' %}### Question
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{{ message['content'] }}
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{% elif message['role'] == 'assistant' %}### Answer
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{{ message['content'] }}
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{% endif %}<|end|>
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{% endfor %}{% if add_generation_prompt %}<|noesis|>
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### Answer
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```
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{% endif %}
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```
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Minimal manual prompt example:
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```text
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<|noesis|>
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### Question
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Write a Python function add(a, b).
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<|end|>
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<|noesis|>
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### Answer
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```
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```
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## Quickstart (Transformers)
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```python
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import torch
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from transformers import AutoTokenizer, AutoModelForCausalLM
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model_id = "RthItalia/PINDARO-AI-CODE"
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tokenizer = AutoTokenizer.from_pretrained(model_id)
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model = AutoModelForCausalLM.from_pretrained(
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model_id,
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torch_dtype=torch.float16,
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)
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messages = [
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{"role": "system", "content": "You are a coding assistant."},
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{"role": "user", "content": "Write a Python function add(a, b)."},
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]
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inputs = tokenizer.apply_chat_template(
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messages,
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tokenize=True,
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add_generation_prompt=True,
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return_tensors="pt",
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)
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attention_mask = torch.ones_like(inputs)
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outputs = model.generate(
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inputs,
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attention_mask=attention_mask,
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max_new_tokens=120,
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do_sample=False,
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)
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print(tokenizer.decode(outputs[0], skip_special_tokens=False))
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```
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## Quickstart (GGUF / llama.cpp)
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```bash
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./llama-cli -m pindaro-q4_k_m.gguf -p "<|noesis|>
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### Question
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Write a Python function add(a, b).
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<|end|>
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<|noesis|>
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### Answer
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```" -n 120
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```
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## Validation Snapshot
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Last internal validation snapshot: **2026-03-02**
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- HF smoke tests: PASS
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- HF mini-eval coding quality: **1.00**
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- GGUF F16 quality gate: PASS
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- GGUF Q4_K_M quality gate: PASS
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- Release verdict: **publishable: true**
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Notes:
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- Results are from internal sanity checks, not a full public benchmark suite.
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## Known Limitations
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- Generated code can be syntactically correct but logically wrong.
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- May emit verbose outputs or repeated scaffolding.
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- Always run tests and static checks on generated code.
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## Safety
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- Do not execute generated code in privileged environments without review.
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- Use sandboxing for untrusted snippets.
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- Add dependency and secret scanning in deployment workflows.
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||||
|
||||
## Artifact Checksums (SHA256)
|
||||
|
||||
- `model.safetensors`: `f77c27b8babf9fcab83a7dc68ba58934e8c8c031c9f10b4b73e802d4fbfe0cec`
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- `tokenizer.json`: `51433f06369ac3e597dfa23a811215e3511b8f86588a830ded72344b76a193ee`
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- `tokenizer.model`: `9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347`
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- `tokenizer_config.json`: `a0567c49a117af9af332874cfd333ddd622a09c5e9765131ceee6344cb22a3de`
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- `special_tokens_map.json`: `d7805e093432afcde852968cdeba3de08a6fe66e77609f4701decb87fc492f33`
|
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- `added_tokens.json`: `ece349d292e246eac9a9072c1730f023e61567984a828fb0d25dccb14e3b7592`
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- `pindaro-f16.gguf`: `bdaaeb6fb712e9a4d952082cf415b05c7d076b33786d39063bbfb3a7e5db2031`
|
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- `pindaro-q4_k_m.gguf`: `5f98cc3454774ed5ed80d71a71adfd0daff760fc9eef0900ddd4f7eda2e20fef`
|
||||
4
added_tokens.json
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4
added_tokens.json
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{
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"<|end|>": 32001,
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"<|noesis|>": 32000
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}
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28
config.json
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config.json
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{
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"_name_or_path": "/kaggle/working/pindaro-final",
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"architectures": [
|
||||
"LlamaForCausalLM"
|
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],
|
||||
"attention_bias": false,
|
||||
"attention_dropout": 0.0,
|
||||
"bos_token_id": 1,
|
||||
"eos_token_id": 2,
|
||||
"hidden_act": "silu",
|
||||
"hidden_size": 2048,
|
||||
"initializer_range": 0.02,
|
||||
"intermediate_size": 5632,
|
||||
"max_position_embeddings": 2048,
|
||||
"model_type": "llama",
|
||||
"num_attention_heads": 32,
|
||||
"num_hidden_layers": 22,
|
||||
"num_key_value_heads": 4,
|
||||
"pretraining_tp": 1,
|
||||
"rms_norm_eps": 1e-05,
|
||||
"rope_scaling": null,
|
||||
"rope_theta": 10000.0,
|
||||
"tie_word_embeddings": false,
|
||||
"torch_dtype": "float16",
|
||||
"transformers_version": "4.40.0",
|
||||
"use_cache": true,
|
||||
"vocab_size": 32002
|
||||
}
|
||||
7
generation_config.json
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7
generation_config.json
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{
|
||||
"bos_token_id": 1,
|
||||
"eos_token_id": 2,
|
||||
"max_length": 2048,
|
||||
"pad_token_id": 2,
|
||||
"transformers_version": "4.40.0"
|
||||
}
|
||||
3
model.safetensors
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3
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||||
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size 2200136048
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3
pindaro-f16.gguf
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version https://git-lfs.github.com/spec/v1
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3
pindaro-q4_k_m.gguf
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version https://git-lfs.github.com/spec/v1
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size 667820928
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63
release/RELEASE_MANIFEST.json
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63
release/RELEASE_MANIFEST.json
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{
|
||||
"release_date": "2026-03-02 23:33:21",
|
||||
"model": "PINDARO-AI-CODE",
|
||||
"source_path": "e:\\Pindaro\\PINDARO AI CODE",
|
||||
"publishable": true,
|
||||
"verdict": {
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
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|
||||
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|
||||
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|
||||
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|
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|
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|
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|
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|
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|
||||
},
|
||||
"paths": {
|
||||
"root": "e:\\Pindaro\\PINDARO AI CODE",
|
||||
"gguf_f16": "e:\\Pindaro\\PINDARO AI CODE\\pindaro-f16.gguf",
|
||||
"gguf_q4": "e:\\Pindaro\\PINDARO AI CODE\\pindaro-q4_k_m.gguf"
|
||||
}
|
||||
}
|
||||
27
release/RELEASE_NOTES.md
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release/RELEASE_NOTES.md
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|
||||
# Release Notes - PINDARO-AI-CODE
|
||||
|
||||
Date: 2026-03-02 23:33:21
|
||||
Source: e:\Pindaro\PINDARO AI CODE
|
||||
|
||||
## Verdict
|
||||
- Publishable: True
|
||||
- HF OK: True
|
||||
- GGUF F16 OK: True
|
||||
- GGUF Q4_K_M OK: True
|
||||
|
||||
## Quality Rates
|
||||
- HF: 1.00
|
||||
- GGUF F16: 1.00
|
||||
- GGUF Q4_K_M: 1.00
|
||||
|
||||
## Included Artifact Checksums
|
||||
- model.safetensors: f77c27b8babf9fcab83a7dc68ba58934e8c8c031c9f10b4b73e802d4fbfe0cec
|
||||
- config.json: b37c45060f3e2f5f9b91903c9ccb32f3c21076e809954fda6c01d987cd8f25cc
|
||||
- generation_config.json: 6ff47e725c0ec6d0f1895670de7ee68e61a4f99703f6c8e89aea6ab14ea02dc3
|
||||
- tokenizer.json: 51433f06369ac3e597dfa23a811215e3511b8f86588a830ded72344b76a193ee
|
||||
- tokenizer.model: 9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
|
||||
- tokenizer_config.json: a0567c49a117af9af332874cfd333ddd622a09c5e9765131ceee6344cb22a3de
|
||||
- special_tokens_map.json: d7805e093432afcde852968cdeba3de08a6fe66e77609f4701decb87fc492f33
|
||||
- added_tokens.json: ece349d292e246eac9a9072c1730f023e61567984a828fb0d25dccb14e3b7592
|
||||
- pindaro-f16.gguf: bdaaeb6fb712e9a4d952082cf415b05c7d076b33786d39063bbfb3a7e5db2031
|
||||
- pindaro-q4_k_m.gguf: 5f98cc3454774ed5ed80d71a71adfd0daff760fc9eef0900ddd4f7eda2e20fef
|
||||
10
release/SHA256SUMS.txt
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10
release/SHA256SUMS.txt
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@@ -0,0 +1,10 @@
|
||||
f77c27b8babf9fcab83a7dc68ba58934e8c8c031c9f10b4b73e802d4fbfe0cec model.safetensors
|
||||
b37c45060f3e2f5f9b91903c9ccb32f3c21076e809954fda6c01d987cd8f25cc config.json
|
||||
6ff47e725c0ec6d0f1895670de7ee68e61a4f99703f6c8e89aea6ab14ea02dc3 generation_config.json
|
||||
51433f06369ac3e597dfa23a811215e3511b8f86588a830ded72344b76a193ee tokenizer.json
|
||||
9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347 tokenizer.model
|
||||
a0567c49a117af9af332874cfd333ddd622a09c5e9765131ceee6344cb22a3de tokenizer_config.json
|
||||
d7805e093432afcde852968cdeba3de08a6fe66e77609f4701decb87fc492f33 special_tokens_map.json
|
||||
ece349d292e246eac9a9072c1730f023e61567984a828fb0d25dccb14e3b7592 added_tokens.json
|
||||
bdaaeb6fb712e9a4d952082cf415b05c7d076b33786d39063bbfb3a7e5db2031 pindaro-f16.gguf
|
||||
5f98cc3454774ed5ed80d71a71adfd0daff760fc9eef0900ddd4f7eda2e20fef pindaro-q4_k_m.gguf
|
||||
34
special_tokens_map.json
Normal file
34
special_tokens_map.json
Normal file
@@ -0,0 +1,34 @@
|
||||
{
|
||||
"additional_special_tokens": [
|
||||
"<|noesis|>",
|
||||
"<|end|>"
|
||||
],
|
||||
"bos_token": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"eos_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"pad_token": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
},
|
||||
"unk_token": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false
|
||||
}
|
||||
}
|
||||
93415
tokenizer.json
Normal file
93415
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
3
tokenizer.model
Normal file
3
tokenizer.model
Normal file
@@ -0,0 +1,3 @@
|
||||
version https://git-lfs.github.com/spec/v1
|
||||
oid sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347
|
||||
size 499723
|
||||
66
tokenizer_config.json
Normal file
66
tokenizer_config.json
Normal file
@@ -0,0 +1,66 @@
|
||||
{
|
||||
"add_bos_token": true,
|
||||
"add_eos_token": false,
|
||||
"added_tokens_decoder": {
|
||||
"0": {
|
||||
"content": "<unk>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"1": {
|
||||
"content": "<s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"2": {
|
||||
"content": "</s>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"32000": {
|
||||
"content": "<|noesis|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"32001": {
|
||||
"content": "<|end|>",
|
||||
"lstrip": false,
|
||||
"normalized": false,
|
||||
"rstrip": false,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"additional_special_tokens": [
|
||||
"<|noesis|>",
|
||||
"<|end|>"
|
||||
],
|
||||
"bos_token": "<s>",
|
||||
"chat_template": "{{ bos_token }}{% for message in messages %}<|noesis|>\n{% if message['role'] == 'system' %}### System\n{{ message['content'] }}\n{% elif message['role'] == 'user' %}### Question\n{{ message['content'] }}\n{% elif message['role'] == 'assistant' %}### Answer\n{{ message['content'] }}\n{% endif %}<|end|>\n{% endfor %}{% if add_generation_prompt %}<|noesis|>\n### Answer\n```\n{% endif %}",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "</s>",
|
||||
"legacy": false,
|
||||
"max_length": 512,
|
||||
"model_max_length": 2048,
|
||||
"pad_token": "</s>",
|
||||
"padding_side": "right",
|
||||
"sp_model_kwargs": {},
|
||||
"stride": 0,
|
||||
"tokenizer_class": "LlamaTokenizer",
|
||||
"truncation_side": "right",
|
||||
"truncation_strategy": "longest_first",
|
||||
"unk_token": "<unk>",
|
||||
"use_default_system_prompt": false
|
||||
}
|
||||
Reference in New Issue
Block a user