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Model: ajayk007/Qwen2.5-Coder-1.5B-Shellsmith Source: Original Platform
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README.md
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README.md
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---
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license: apache-2.0
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base_model: Qwen/Qwen2.5-Coder-1.5B-Instruct
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tags:
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- mlx
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- lora
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- text-generation
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- shell
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- command-line
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- code
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language:
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- en
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pipeline_tag: text-generation
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library_name: mlx
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---
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# Qwen2.5-Coder-1.5B-Shellsmith
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A small, fast model that turns **plain-English instructions into a single shell
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command** for macOS/Linux. LoRA fine-tune of
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[`Qwen/Qwen2.5-Coder-1.5B-Instruct`](https://huggingface.co/Qwen/Qwen2.5-Coder-1.5B-Instruct),
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trained and quantized end-to-end on an Apple Silicon Mac with
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[MLX](https://github.com/ml-explore/mlx).
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> "list files by size, biggest first" → `ls -lS`
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> "find files larger than 100 megabytes" → `find . -type f -size +100M`
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> "create a gzip tar archive of src named src.tar.gz" → `tar -czf src.tar.gz src`
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## Results
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Evaluated on a held-out test split the model never saw during training.
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Metrics are structural (no command execution) and conservative — see the
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[eval rubric](https://github.com/saiajay1/shellsmith/blob/main/eval/rubric.md).
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| Model | exact-match | command-match | flag-F1 |
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| --- | :---: | :---: | :---: |
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| Base (Qwen2.5-Coder-1.5B-Instruct) | 71% | 83.9% | 89.2% |
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| **This model (LoRA)** | **100%** | **100%** | **100%** |
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*command-match = correct program **and** option-flag F1 ≥ 0.8.*
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> **What the 100% means (and doesn't):** the test split holds out unseen
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> *phrasings*, but the underlying task distribution (84 canonical tasks) overlaps
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> with training. So this measures reliable **in-distribution generalization across
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> wording** — the model consistently emits the canonical, idiomatic command
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> (`git add -A`, `ls -lS`, `git log --oneline -5`) where the base model drifts to
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> looser variants (`git add .`, `ls -lh | sort -rh`, `git log -5`). It is **not**
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> evidence of generalization to entirely novel tasks; broadening the task set is
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> the obvious next step.
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## Usage
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### MLX (Apple Silicon)
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```bash
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pip install mlx-lm
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mlx_lm.generate --model ajayk007/Qwen2.5-Coder-1.5B-Shellsmith \
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--prompt "compress the logs folder into logs.tar.gz"
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```
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```python
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from mlx_lm import load, generate
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model, tok = load("ajayk007/Qwen2.5-Coder-1.5B-Shellsmith")
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messages = [
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{"role": "system", "content": "You are a shell command generator for macOS/Linux. "
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"Given a task in plain English, reply with a single safe shell command. "
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"Output only the command on one line, no explanation, no markdown."},
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{"role": "user", "content": "find all python files modified today"},
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]
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prompt = tok.apply_chat_template(messages, add_generation_prompt=True, tokenize=False)
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print(generate(model, tok, prompt=prompt, max_tokens=64))
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```
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### GGUF (llama.cpp / Ollama / LM Studio)
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A `shellsmith-1.5b-f16.gguf` file is included in this repo for use with llama.cpp-based runtimes.
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## Prompt format
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Uses the Qwen chat template with the system prompt shown above. Keep the system
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prompt for best results.
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## Training
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- **Method:** LoRA (rank 16), 16 layers, 400 iterations, batch size 4, lr 1e-4
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- **Hardware:** Apple M5 Pro (48 GB), MLX
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- **Data:** [`ajayk007/shellsmith-commands`](https://huggingface.co/datasets/ajayk007/shellsmith-commands) —
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curated (instruction, command) pairs with paraphrase augmentation, 80/10/10 split.
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## Limitations & safety
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- Generates commands across common categories (files, find/grep, archives, git,
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processes, networking). Outside this scope it falls back to base behavior.
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- **Always read a generated command before running it.** It can produce
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destructive commands (`rm`, `kill`, `chmod`) if you ask for them. There is no
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sandbox or confirmation step.
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- Single-command only; it does not write multi-step scripts.
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## Related
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Part of a series of focused "English → developer DSL" fine-tunes:
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- [Qwen2.5-Coder-7B-Querysmith](https://huggingface.co/ajayk007/Qwen2.5-Coder-7B-Querysmith) — schema-grounded text-to-SQL.
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## License
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Apache-2.0, inheriting from the base model.
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54
chat_template.jinja
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chat_template.jinja
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{%- if tools %}
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{{- '<|im_start|>system\n' }}
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{%- if messages[0]['role'] == 'system' %}
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{{- messages[0]['content'] }}
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{%- else %}
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{{- 'You are Qwen, created by Alibaba Cloud. You are a helpful assistant.' }}
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{%- endif %}
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{{- "\n\n# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within <tools></tools> XML tags:\n<tools>" }}
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{%- for tool in tools %}
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{{- "\n" }}
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{{- tool | tojson }}
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{%- endfor %}
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{{- "\n</tools>\n\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\n<tool_call>\n{\"name\": <function-name>, \"arguments\": <args-json-object>}\n</tool_call><|im_end|>\n" }}
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{%- else %}
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{%- if messages[0]['role'] == 'system' %}
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{{- '<|im_start|>system\n' + messages[0]['content'] + '<|im_end|>\n' }}
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{%- else %}
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{{- '<|im_start|>system\nYou are Qwen, created by Alibaba Cloud. You are a helpful assistant.<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- for message in messages %}
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{%- if (message.role == "user") or (message.role == "system" and not loop.first) or (message.role == "assistant" and not message.tool_calls) %}
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{{- '<|im_start|>' + message.role + '\n' + message.content + '<|im_end|>' + '\n' }}
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{%- elif message.role == "assistant" %}
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{{- '<|im_start|>' + message.role }}
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{%- if message.content %}
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{{- '\n' + message.content }}
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{%- endif %}
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{%- for tool_call in message.tool_calls %}
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{%- if tool_call.function is defined %}
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{%- set tool_call = tool_call.function %}
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{%- endif %}
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{{- '\n<tool_call>\n{"name": "' }}
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{{- tool_call.name }}
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{{- '", "arguments": ' }}
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{{- tool_call.arguments | tojson }}
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{{- '}\n</tool_call>' }}
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{%- endfor %}
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{{- '<|im_end|>\n' }}
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{%- elif message.role == "tool" %}
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{%- if (loop.index0 == 0) or (messages[loop.index0 - 1].role != "tool") %}
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{{- '<|im_start|>user' }}
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{%- endif %}
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{{- '\n<tool_response>\n' }}
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{{- message.content }}
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{{- '\n</tool_response>' }}
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{%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
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{{- '<|im_end|>\n' }}
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{%- endif %}
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{%- endif %}
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{%- endfor %}
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{%- if add_generation_prompt %}
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{{- '<|im_start|>assistant\n' }}
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{%- endif %}
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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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"Qwen2ForCausalLM"
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],
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"eos_token_id": [
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151645,
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151643
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],
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"hidden_act": "silu",
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"hidden_size": 1536,
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"initializer_range": 0.02,
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"intermediate_size": 8960,
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"max_position_embeddings": 32768,
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"max_window_layers": 28,
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"model_type": "qwen2",
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"num_attention_heads": 12,
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"num_hidden_layers": 28,
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"num_key_value_heads": 2,
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"quantization": {
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"group_size": 64,
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"bits": 4,
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"mode": "affine"
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},
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"quantization_config": {
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"group_size": 64,
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"mode": "affine"
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"tie_word_embeddings": true,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.44.0",
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"use_cache": true,
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"use_sliding_window": false,
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"vocab_size": 151936
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}
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generation_config.json
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"top_p": 0.8,
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"top_k": 20,
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"transformers_version": "4.44.0"
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}
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Reference in New Issue
Block a user