初始化项目，由ModelHub XC社区提供模型
Model: rmtlabs/IMCatalina-v1.0 Source: Original Platform
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README.md
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README.md
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---
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language:
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- en
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base_model:
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- microsoft/phi-4
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pipeline_tag: text-generation
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library_name: transformers
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tags:
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- phi
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- fine-tuned
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- full-finetune
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- instruction-tuning
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- text-generation
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- recruitment
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- resume-parsing
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- job-description-generation
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---
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# IMCatalina-v1.0
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## Model summary
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**IMCatalina-v1.0** is a **fully fine-tuned** version of **Phi-4** specialized in **recruitment document processing**.
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The model focuses exclusively on:
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- Parsing unstructured CVs/resumes
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- Converting CV content into structured formats (JSON / YAML)
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- Generating professional job descriptions from structured inputs
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This model was trained end-to-end (full fine-tuning) and **does not perform candidate scoring, ranking, or hiring decisions**.
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---
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## Intended use
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### Primary use cases
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- CV and resume parsing
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- Structured CV normalization (JSON / YAML)
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- Extraction of skills, roles, education, and experience
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- Job description generation for recruitment platforms
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- Preprocessing for ATS and HR systems
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### Explicitly out-of-scope
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- Candidate ranking or scoring
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- Hiring recommendations
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- Candidate–job matching
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- Automated decision-making
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- Psychological or behavioral inference
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---
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## Model details
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- **Base model:** microsoft/phi-4
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- **Model type:** Decoder-only causal language model
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- **Architecture:** Transformer (Phi family)
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- **Parameters:** ~14B
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- **Context length:** up to 16k tokens
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- **Languages:** English
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- **Training type:** Full fine-tuning
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---
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## Training
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### Training data
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- **Domain:** Recruitment and HR documentation
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- **Data type:** Synthetic and curated structured data
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- **Formats:**
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- Instruction–response
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- Schema-constrained generation
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- **Content includes:**
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- CVs and resumes
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- Job descriptions
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- Skills, roles, education, and experience fields
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- **Data processing:**
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- Deduplication
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- Schema validation
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- Removal of malformed samples
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- Consistency and format checks
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> No real personal data was intentionally included in the training datasets.
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chat_template.jinja
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{% for message in messages %}{% if (message['role'] == 'system') %}{{'<|im_start|>system<|im_sep|>' + message['content'] + '<|im_end|>'}}{% elif (message['role'] == 'user') %}{{'<|im_start|>user<|im_sep|>' + message['content'] + '<|im_end|>'}}{% elif (message['role'] == 'assistant') %}{{'<|im_start|>assistant<|im_sep|>' + message['content'] + '<|im_end|>'}}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant<|im_sep|>' }}{% 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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"Phi3ForCausalLM"
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],
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"intermediate_size": 17920,
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}
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generation_config.json
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18
special_tokens_map.json
Normal file
18
special_tokens_map.json
Normal file
@@ -0,0 +1,18 @@
|
||||
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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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|
||||
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|
||||
501278
tokenizer.json
Normal file
501278
tokenizer.json
Normal file
File diff suppressed because it is too large
Load Diff
781
tokenizer_config.json
Normal file
781
tokenizer_config.json
Normal file
@@ -0,0 +1,781 @@
|
||||
{
|
||||
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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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|
||||
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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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||||
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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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||||
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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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|
||||
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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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|
||||
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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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|
||||
"100268": {
|
||||
"content": "<|dummy_5|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"100269": {
|
||||
"content": "<|dummy_6|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"100270": {
|
||||
"content": "<|dummy_7|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"100271": {
|
||||
"content": "<|dummy_8|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"100272": {
|
||||
"content": "<|dummy_9|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"100273": {
|
||||
"content": "<|dummy_10|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"100274": {
|
||||
"content": "<|dummy_11|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"100275": {
|
||||
"content": "<|dummy_12|>",
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"100276": {
|
||||
"content": "<|endofprompt|>",
|
||||
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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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|
||||
"content": "<|dummy_13|>",
|
||||
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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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|
||||
"content": "<|dummy_14|>",
|
||||
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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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|
||||
"content": "<|dummy_15|>",
|
||||
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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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|
||||
"content": "<|dummy_16|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_17|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_18|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_19|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_20|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_21|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_22|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_23|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_24|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_25|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_26|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_27|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_28|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_29|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_30|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_31|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_32|>",
|
||||
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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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|
||||
"content": "<|dummy_33|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_34|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_35|>",
|
||||
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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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|
||||
"content": "<|dummy_36|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_37|>",
|
||||
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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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|
||||
"content": "<|dummy_38|>",
|
||||
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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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|
||||
"content": "<|dummy_39|>",
|
||||
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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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|
||||
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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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|
||||
"content": "<|dummy_43|>",
|
||||
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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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|
||||
"content": "<|dummy_44|>",
|
||||
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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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|
||||
"content": "<|dummy_45|>",
|
||||
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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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|
||||
"content": "<|dummy_46|>",
|
||||
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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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|
||||
"content": "<|dummy_47|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_48|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
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|
||||
"content": "<|dummy_49|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_50|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_51|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_52|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_53|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
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|
||||
"content": "<|dummy_54|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_55|>",
|
||||
"lstrip": true,
|
||||
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|
||||
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|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_56|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_57|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
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|
||||
"special": true
|
||||
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|
||||
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|
||||
"content": "<|dummy_58|>",
|
||||
"lstrip": true,
|
||||
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|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100323": {
|
||||
"content": "<|dummy_59|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100324": {
|
||||
"content": "<|dummy_60|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100325": {
|
||||
"content": "<|dummy_61|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100326": {
|
||||
"content": "<|dummy_62|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100327": {
|
||||
"content": "<|dummy_63|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100328": {
|
||||
"content": "<|dummy_64|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100329": {
|
||||
"content": "<|dummy_65|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100330": {
|
||||
"content": "<|dummy_66|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100331": {
|
||||
"content": "<|dummy_67|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100332": {
|
||||
"content": "<|dummy_68|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100333": {
|
||||
"content": "<|dummy_69|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100334": {
|
||||
"content": "<|dummy_70|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100335": {
|
||||
"content": "<|dummy_71|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100336": {
|
||||
"content": "<|dummy_72|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100337": {
|
||||
"content": "<|dummy_73|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100338": {
|
||||
"content": "<|dummy_74|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100339": {
|
||||
"content": "<|dummy_75|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100340": {
|
||||
"content": "<|dummy_76|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100341": {
|
||||
"content": "<|dummy_77|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100342": {
|
||||
"content": "<|dummy_78|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100343": {
|
||||
"content": "<|dummy_79|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100344": {
|
||||
"content": "<|dummy_80|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100345": {
|
||||
"content": "<|dummy_81|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100346": {
|
||||
"content": "<|dummy_82|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100347": {
|
||||
"content": "<|dummy_83|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100348": {
|
||||
"content": "<|dummy_84|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100349": {
|
||||
"content": "<|dummy_85|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100350": {
|
||||
"content": "<|dummy_86|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
},
|
||||
"100351": {
|
||||
"content": "<|dummy_87|>",
|
||||
"lstrip": true,
|
||||
"normalized": false,
|
||||
"rstrip": true,
|
||||
"single_word": false,
|
||||
"special": true
|
||||
}
|
||||
},
|
||||
"bos_token": "<|endoftext|>",
|
||||
"clean_up_tokenization_spaces": false,
|
||||
"eos_token": "<|im_end|>",
|
||||
"extra_special_tokens": {},
|
||||
"model_max_length": 16384,
|
||||
"pad_token": "<|im_end|>",
|
||||
"tokenizer_class": "GPT2Tokenizer",
|
||||
"unk_token": "<|endoftext|>"
|
||||
}
|
||||
1
vocab.json
Normal file
1
vocab.json
Normal file
File diff suppressed because one or more lines are too long
Reference in New Issue
Block a user