Skip to content

Conversation

@zsq0216
Copy link

@zsq0216 zsq0216 commented Dec 4, 2025

描述 (Description)

本次 PR 主要对 CANN 后端进行两处小而安全的精度鲁棒性增强修复,目标是提升 llama-parallel 在多并发场景下的稳定性。

相关问题:issue "llama-parallel 精度问题Bug修复"

主要改动:

  1. aclnn_reduce_sum 中引入 FP32 中间 buffer
    • 对于半精度输出场景,先将 ReduceSum 的结果计算到 FP32 临时 buffer,再 Cast 回目标类型。
    • 这一改动可以减少大规模并行归约时的数值抖动。
  2. RMSNorm:gamma 权重类型对齐到 dst
    • 旧代码强制 gamma 为 FP32,这会在 FP16/BF16 推理模式下产生隐式类型转换,可能影响精度或产生不必要的 warning。
    • 新逻辑根据 dst->type 生成相同 dtype 的 gamma,并填充值为 1.0,行为更合理且与新版社区代码一致。

这两处改动均不改变算子的数学定义,只提升数值稳定性与混合精度场景兼容性。


测试 (Testing)

使用 Qwen3-0.6B Q4_0 模型在 Ascend910B2 上运行以下脚本进行验证:

./bin/llama-parallel -m Qwen3-0.6B-Q4_0.gguf -np 8 -ns 128 --top-k 1 --junk 10 -c 16384 -ngl 99

测试中 8 个客户端并行执行 128 次请求,模型生成结果稳定、无异常输出,整体回答逻辑清晰、风格一致,符合预期。

部分运行结果见附件日志:

(来自 PR 讨论区的完整日志,同步提交)

可参考示例输出:模型在不同 seq 上输出内容风格一致、语义合理,例如关于 “meaning of life”、“how to get a job at Google” 等 prompt 的多次回答均保持一致性与可读性()。

此外:

  • 修改前后对比,无异常数值、无 NAN/INF、无越界。
  • 进一步在 CPU / GPU 后端 运行相同脚本,行为模式高度一致,说明 CANN 后端在本次修复后与其他后端达到相同的稳定性。
  • 对于相同 prompt,response 并不能完全字节级一致(特别是序列后段出现个别 token 差异),这是 -junk 参数特性导致的——模型收到可变数量的“干扰 token”后,本身就会产生轻微多样性。此现象在CPU / GPU 后端同样发生,属于预期行为。
  • -junk 0 时,所有并发请求达到完全一致的 deterministic 输出。

因此可以确认,修改后的行为正确且鲁棒性优于修改前


备注 (Notes)

  • 在修复之前,本地测试的基础版本其实已经没有明显精度问题,模型输出均合理,多个并发客户端对同一 prompt 的回答也非常一致。社区中出现的一些“精度问题反馈”,根据讨论和对比测试来看,很多情况更可能与模型本身的量化方式、训练细节、或启发式采样参数有关,而非由推理引擎(CANN 后端)直接导致。
  • 本次 PR 的目标不是修复“致命错误”,而是进一步增强并行精度鲁棒性,避免大 batch / 大维度归约场景下的潜在抖动,并使 RMSNorm 的权重类型定义更加严谨。
  • 这两处改动均是局部的、小范围的,不涉及大规模结构性重写,易于维护,也与社区代码方向一致。
  • 预计不会影响性能,也不会对已有模型产生兼容性问题。

@zsq0216
Copy link
Author

zsq0216 commented Dec 4, 2025

./bin/llama-parallel -m Qwen3-0.6B-Q4_0.gguf -np 8 -ns 128 --top-k 1 --junk 10 -c 16384 -ngl 99
运行结果如下

# ./build/bin/llama-parallel -m Qwen3-0.6B-Q4_0.gguf -np 8 -ns 128 --top-k 1 --junk 10 -c 16384 -ngl 99
build: 6277 (74f52f77) with cc (Ubuntu 11.4.0-1ubuntu1~22.04) 11.4.0 for aarch64-linux-gnu
llama_model_load_from_file_impl: using device CANN0 (Ascend910B2) - 62071 MiB free
llama_model_loader: loaded meta data with 32 key-value pairs and 310 tensors from Qwen3-0.6B-Q4_0.gguf (version GGUF V3 (latest))
llama_model_loader: Dumping metadata keys/values. Note: KV overrides do not apply in this output.
llama_model_loader: - kv   0:                       general.architecture str              = qwen3
llama_model_loader: - kv   1:                               general.type str              = model
llama_model_loader: - kv   2:                               general.name str              = Qwen3-0.6B
llama_model_loader: - kv   3:                           general.basename str              = Qwen3-0.6B
llama_model_loader: - kv   4:                       general.quantized_by str              = Unsloth
llama_model_loader: - kv   5:                         general.size_label str              = 0.6B
llama_model_loader: - kv   6:                           general.repo_url str              = https://huggingface.co/unsloth
llama_model_loader: - kv   7:                          qwen3.block_count u32              = 28
llama_model_loader: - kv   8:                       qwen3.context_length u32              = 40960
llama_model_loader: - kv   9:                     qwen3.embedding_length u32              = 1024
llama_model_loader: - kv  10:                  qwen3.feed_forward_length u32              = 3072
llama_model_loader: - kv  11:                 qwen3.attention.head_count u32              = 16
llama_model_loader: - kv  12:              qwen3.attention.head_count_kv u32              = 8
llama_model_loader: - kv  13:                       qwen3.rope.freq_base f32              = 1000000.000000
llama_model_loader: - kv  14:     qwen3.attention.layer_norm_rms_epsilon f32              = 0.000001
llama_model_loader: - kv  15:                 qwen3.attention.key_length u32              = 128
llama_model_loader: - kv  16:               qwen3.attention.value_length u32              = 128
llama_model_loader: - kv  17:                       tokenizer.ggml.model str              = gpt2
llama_model_loader: - kv  18:                         tokenizer.ggml.pre str              = qwen2
llama_model_loader: - kv  19:                      tokenizer.ggml.tokens arr[str,151936]  = ["!", "\"", "#", "$", "%", "&", "'", ...
llama_model_loader: - kv  20:                  tokenizer.ggml.token_type arr[i32,151936]  = [1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
llama_model_loader: - kv  21:                      tokenizer.ggml.merges arr[str,151387]  = ["Ġ Ġ", "ĠĠ ĠĠ", "i n", "Ġ t",...
llama_model_loader: - kv  22:                tokenizer.ggml.eos_token_id u32              = 151645
llama_model_loader: - kv  23:            tokenizer.ggml.padding_token_id u32              = 151654
llama_model_loader: - kv  24:               tokenizer.ggml.add_bos_token bool             = false
llama_model_loader: - kv  25:                    tokenizer.chat_template str              = {%- if tools %}\n    {{- '<|im_start|>...
llama_model_loader: - kv  26:               general.quantization_version u32              = 2
llama_model_loader: - kv  27:                          general.file_type u32              = 2
llama_model_loader: - kv  28:                      quantize.imatrix.file str              = Qwen3-0.6B-GGUF/imatrix_unsloth.dat
llama_model_loader: - kv  29:                   quantize.imatrix.dataset str              = unsloth_calibration_Qwen3-0.6B.txt
llama_model_loader: - kv  30:             quantize.imatrix.entries_count u32              = 196
llama_model_loader: - kv  31:              quantize.imatrix.chunks_count u32              = 688
llama_model_loader: - type  f32:  113 tensors
llama_model_loader: - type q4_0:  193 tensors
llama_model_loader: - type q4_1:    3 tensors
llama_model_loader: - type q6_K:    1 tensors
print_info: file format = GGUF V3 (latest)
print_info: file type   = Q4_0
print_info: file size   = 358.78 MiB (5.05 BPW) 
load: printing all EOG tokens:
load:   - 151643 ('<|endoftext|>')
load:   - 151645 ('<|im_end|>')
load:   - 151662 ('<|fim_pad|>')
load:   - 151663 ('<|repo_name|>')
load:   - 151664 ('<|file_sep|>')
load: special tokens cache size = 26
load: token to piece cache size = 0.9311 MB
print_info: arch             = qwen3
print_info: vocab_only       = 0
print_info: n_ctx_train      = 40960
print_info: n_embd           = 1024
print_info: n_layer          = 28
print_info: n_head           = 16
print_info: n_head_kv        = 8
print_info: n_rot            = 128
print_info: n_swa            = 0
print_info: is_swa_any       = 0
print_info: n_embd_head_k    = 128
print_info: n_embd_head_v    = 128
print_info: n_gqa            = 2
print_info: n_embd_k_gqa     = 1024
print_info: n_embd_v_gqa     = 1024
print_info: f_norm_eps       = 0.0e+00
print_info: f_norm_rms_eps   = 1.0e-06
print_info: f_clamp_kqv      = 0.0e+00
print_info: f_max_alibi_bias = 0.0e+00
print_info: f_logit_scale    = 0.0e+00
print_info: f_attn_scale     = 0.0e+00
print_info: n_ff             = 3072
print_info: n_expert         = 0
print_info: n_expert_used    = 0
print_info: causal attn      = 1
print_info: pooling type     = -1
print_info: rope type        = 2
print_info: rope scaling     = linear
print_info: freq_base_train  = 1000000.0
print_info: freq_scale_train = 1
print_info: n_ctx_orig_yarn  = 40960
print_info: rope_finetuned   = unknown
print_info: model type       = 0.6B
print_info: model params     = 596.05 M
print_info: general.name     = Qwen3-0.6B
print_info: vocab type       = BPE
print_info: n_vocab          = 151936
print_info: n_merges         = 151387
print_info: BOS token        = 11 ','
print_info: EOS token        = 151645 '<|im_end|>'
print_info: EOT token        = 151645 '<|im_end|>'
print_info: PAD token        = 151654 '<|vision_pad|>'
print_info: LF token         = 198 'Ċ'
print_info: FIM PRE token    = 151659 '<|fim_prefix|>'
print_info: FIM SUF token    = 151661 '<|fim_suffix|>'
print_info: FIM MID token    = 151660 '<|fim_middle|>'
print_info: FIM PAD token    = 151662 '<|fim_pad|>'
print_info: FIM REP token    = 151663 '<|repo_name|>'
print_info: FIM SEP token    = 151664 '<|file_sep|>'
print_info: EOG token        = 151643 '<|endoftext|>'
print_info: EOG token        = 151645 '<|im_end|>'
print_info: EOG token        = 151662 '<|fim_pad|>'
print_info: EOG token        = 151663 '<|repo_name|>'
print_info: EOG token        = 151664 '<|file_sep|>'
print_info: max token length = 256
load_tensors: loading model tensors, this can take a while... (mmap = true)
load_tensors: offloading 28 repeating layers to GPU
load_tensors: offloading output layer to GPU
load_tensors: offloaded 29/29 layers to GPU
load_tensors:        CANN0 model buffer size =   231.44 MiB
load_tensors:   CPU_Mapped model buffer size =   144.24 MiB
...................................................................
llama_context: constructing llama_context
llama_context: n_seq_max     = 9
llama_context: n_ctx         = 16384
llama_context: n_ctx_per_seq = 1820
llama_context: n_batch       = 2048
llama_context: n_ubatch      = 512
llama_context: causal_attn   = 1
llama_context: flash_attn    = 0
llama_context: kv_unified    = false
llama_context: freq_base     = 1000000.0
llama_context: freq_scale    = 1
llama_context: n_ctx_per_seq (1820) < n_ctx_train (40960) -- the full capacity of the model will not be utilized
ggml_backend_cann_context: device 0 async operator submission is OFF
ggml_backend_cann_context: LLAMA_SET_ROWS is OFF
ggml_backend_cann_context: CANN Graph currently only supports execution when LLAMA_SET_ROWS is ON. Falling back to eager mode.
llama_context:  CANN_Host  output buffer size =     5.22 MiB
llama_kv_cache:      CANN0 KV buffer size =  1795.50 MiB
llama_kv_cache: size = 1795.50 MiB (  1824 cells,  28 layers,  9/9 seqs), K (f16):  897.75 MiB, V (f16):  897.75 MiB
llama_context:      CANN0 compute buffer size =    77.16 MiB
llama_context:  CANN_Host compute buffer size =   298.75 MiB
llama_context: graph nodes  = 1098
llama_context: graph splits = 9
common_init_from_params: added <|endoftext|> logit bias = -inf
common_init_from_params: added <|im_end|> logit bias = -inf
common_init_from_params: added <|fim_pad|> logit bias = -inf
common_init_from_params: added <|repo_name|> logit bias = -inf
common_init_from_params: added <|file_sep|> logit bias = -inf
common_init_from_params: setting dry_penalty_last_n to ctx_size = 16416
common_init_from_params: warming up the model with an empty run - please wait ... (--no-warmup to disable)
new_pool_for_device: device 0 use vmm pool
No new questions so proceed with build-in defaults.


main: initializing samplers with different RNG seeds, starting from -1
main: Simulating parallel requests from clients:
main: n_parallel = 8, n_sequences = 128, cont_batching = 1, system tokens = 273

Processing requests ...

main: clearing the KV cache
Client   0, seq    0, junk =    9, prompt = 515, started decoding ...
Client   1, seq    1, junk =    6, prompt = 426, started decoding ...
Client   2, seq    2, junk =    0, prompt = 295, started decoding ...
Client   3, seq    3, junk =    8, prompt = 474, started decoding ...
Client   4, seq    4, junk =    5, prompt = 415, started decoding ...
Client   5, seq    5, junk =    4, prompt = 391, started decoding ...
Client   6, seq    6, junk =    6, prompt = 457, started decoding ...
Client   7, seq    7, junk =    4, prompt = 398, started decoding ...
Client   0, seq   0/128, prompt  515 t, response   21 t, time 23.24 s, speed 23.06 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present to the present moment.

Client   0, seq    8, junk =    3, prompt = 364, started decoding ...
Client   6, seq   6/128, prompt  457 t, response   32 t, time 32.32 s, speed 15.13 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium heat and cook it for a few minutes.

Client   6, seq    9, junk =    5, prompt = 416, started decoding ...
Client   5, seq   5/128, prompt  391 t, response   34 t, time 35.52 s, speed 11.96 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then lower the heat to a low heat. This is the classic steak cooking method.

Client   5, seq   10, junk =    7, prompt = 455, started decoding ...
Client   7, seq   7/128, prompt  398 t, response   38 t, time 39.72 s, speed 10.98 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, study music theory, and take lessons from a professional musician. It's important to practice and to keep learning.

Client   7, seq   11, junk =    1, prompt = 317, started decoding ...
Client   3, seq   3/128, prompt  474 t, response   39 t, time 41.23 s, speed 12.44 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, listen to music, and take lessons from a professional musician. It is important to practice and to practice every day.

Client   3, seq   12, junk =    3, prompt = 370, started decoding ...
Client   0, seq   8/128, prompt  364 t, response   18 t, time 20.39 s, speed 18.73 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live a meaningful life and to find joy in life.

Client   0, seq   13, junk =    8, prompt = 515, started decoding ...
Client   4, seq   4/128, prompt  415 t, response   45 t, time 48.83 s, speed  9.42 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to the Google job board, and you can also get a job through Google's internal recruitment process.

Client   4, seq   14, junk =    1, prompt = 310, started decoding ...
Client   1, seq   1/128, prompt  426 t, response   53 t, time 56.14 s, speed  8.53 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program. You can also apply to Google's employee placement services.

Client   1, seq   15, junk =    5, prompt = 421, started decoding ...
Client   5, seq  10/128, prompt  455 t, response   23 t, time 26.01 s, speed 18.38 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to find joy in the simple things in life.

Client   5, seq   16, junk =    0, prompt = 287, started decoding ...
Client   0, seq  13/128, prompt  515 t, response   45 t, time 40.19 s, speed 13.93 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also get a job through Google's own job market.

Client   0, seq   17, junk =    8, prompt = 472, started decoding ...
Client   3, seq  12/128, prompt  370 t, response   49 t, time 45.60 s, speed  9.19 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.

Client   3, seq   18, junk =    0, prompt = 284, started decoding ...
Client   7, seq  11/128, prompt  317 t, response   58 t, time 54.09 s, speed  6.93 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see the future. I would like to see the future in a way that allows me to make a difference in the world. I would like to be able to see the future in a way that allows me to make a difference in the world.

Client   7, seq   19, junk =    8, prompt = 501, started decoding ...
Client   0, seq  17/128, prompt  472 t, response   13 t, time 12.51 s, speed 38.78 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment.

Client   0, seq   20, junk =    1, prompt = 311, started decoding ...
Client   2, seq   2/128, prompt  295 t, response  102 t, time 98.54 s, speed  4.03 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: The Special Theory of Relativity is a theory that describes the relationship between space and time. It states that the laws of physics are the same in all inertial frames of reference. This means that the speed of light is constant in a given frame of reference, and that the laws of physics are the same in all inertial frames of reference. The theory was developed by Einstein in 1905. It is a fundamental part of modern physics and is used in many areas of science and technology.

Client   6, seq   9/128, prompt  416 t, response   69 t, time 66.30 s, speed  7.32 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It states that time, length, and mass are all affected by the speed of an object in motion. The theory was developed by Einstein and is one of the most important theories in physics.

Client   2, seq   21, junk =    9, prompt = 502, started decoding ...
Client   6, seq   22, junk =    3, prompt = 366, started decoding ...
Client   1, seq  15/128, prompt  421 t, response   50 t, time 46.71 s, speed 10.08 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at speeds close to the speed of light. It is a fundamental theory of physics and is one of the most important theories in physics.

Client   1, seq   23, junk =    8, prompt = 477, started decoding ...
Client   4, seq  14/128, prompt  310 t, response   98 t, time 84.58 s, speed  4.82 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Alchemist" by Paulo Coelho. It is a classic book about the journey of a person who starts with a dream and works to achieve it. It is a story about the journey of a person who starts with a dream and works to achieve it. It is a story about the journey of a person who starts with a dream and works to achieve it. It is a story about the journey of a person who starts with a dream and works to achieve it.

Client   4, seq   24, junk =    0, prompt = 285, started decoding ...
Client   2, seq  21/128, prompt  502 t, response   42 t, time 37.11 s, speed 14.66 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program.

Client   2, seq   25, junk =    1, prompt = 313, started decoding ...
Client   1, seq  23/128, prompt  477 t, response   41 t, time 35.00 s, speed 14.80 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are a type of camel used for herding and grazing in the Andes region of South America. They are known for their strong and powerful bodies and their ability to run very fast.

Client   1, seq   26, junk =    0, prompt = 290, started decoding ...
Client   7, seq  19/128, prompt  501 t, response   57 t, time 52.70 s, speed 10.59 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, listen to music, and take lessons from a teacher. It's important to start with a simple melody and gradually increase the complexity. Also, it's helpful to practice with a friend or a music teacher.

Client   7, seq   27, junk =    4, prompt = 381, started decoding ...
Client   3, seq  18/128, prompt  284 t, response   74 t, time 67.30 s, speed  5.32 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is a philosophical question that varies across different cultures and religions. It is a question that has been asked by humans for thousands of years. The answer can vary depending on the person's beliefs and experiences. It is a question that can be answered in many ways, and it is a personal question that depends on the individual's own beliefs and experiences.

Client   3, seq   28, junk =    7, prompt = 462, started decoding ...
Client   6, seq  22/128, prompt  366 t, response   75 t, time 67.50 s, speed  6.53 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, find a good teacher, and practice with a good instrument. It's important to practice and to practice every day. Also, it's important to find a good way to practice, such as using a piano or a keyboard. The best way to learn is to practice and to practice every day.

Client   6, seq   29, junk =    1, prompt = 307, started decoding ...
Client   3, seq  28/128, prompt  462 t, response   19 t, time 17.89 s, speed 26.89 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present with others.

Client   3, seq   30, junk =    8, prompt = 521, started decoding ...
Client   5, seq  16/128, prompt  287 t, response  128 t, time 114.70 s, speed  3.62 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then lower the heat to medium heat. The steak should be cooked to a certain level of doneness, typically between 100-130 degrees Fahrenheit. The cooking time depends on the thickness of the steak and the desired level of doneness. The steak should be cooked to a certain level of doneness, typically between 100-130 degrees Fahrenheit. The cooking time depends on the thickness of the steak and the desired level of doneness. The steak should be cooked to a certain level of doneness, typically between 1

Client   5, seq   31, junk =    5, prompt = 399, started decoding ...
Client   0, seq  20/128, prompt  311 t, response   98 t, time 90.48 s, speed  4.52 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Alchemist" by Paulo Coelho. It is a classic book about the journey of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it.

Client   0, seq   32, junk =    5, prompt = 417, started decoding ...
Client   2, seq  25/128, prompt  313 t, response   54 t, time 52.69 s, speed  6.97 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are a type of camel used for herding and grazing in the Andes region of South America. They are known for their strong and powerful muscles and their ability to run long distances. They are also known for their unique social behavior and communication methods.

Client   2, seq   33, junk =    5, prompt = 425, started decoding ...
Client   6, seq  29/128, prompt  307 t, response   39 t, time 37.09 s, speed  9.33 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to find joy in every moment. It is a simple and profound concept that has been spoken about in many religions and philosophies.

Client   6, seq   34, junk =    7, prompt = 451, started decoding ...
Client   7, seq  27/128, prompt  381 t, response   63 t, time 59.00 s, speed  7.53 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program. You can also apply to Google's employee placement program. You can also apply to Google's recruitment process.

Client   7, seq   35, junk =    0, prompt = 284, started decoding ...
Client   0, seq  32/128, prompt  417 t, response   29 t, time 26.80 s, speed 16.64 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily, speak with native speakers, and immerse yourself in the language culture.

Client   0, seq   36, junk =    8, prompt = 500, started decoding ...
Client   3, seq  30/128, prompt  521 t, response   49 t, time 46.30 s, speed 12.31 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.

Client   3, seq   37, junk =    0, prompt = 290, started decoding ...
Client   6, seq  34/128, prompt  451 t, response   19 t, time 19.59 s, speed 23.99 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present with others.

Client   6, seq   38, junk =    4, prompt = 383, started decoding ...
Client   1, seq  26/128, prompt  290 t, response  100 t, time 93.20 s, speed  4.18 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see into the future. I would like to see the future in detail. I would like to know what happens in the future. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail.

Client   2, seq  33/128, prompt  425 t, response   46 t, time 42.80 s, speed 11.00 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are a type of camel used for herding and transporting goods. They are known for their strong and powerful legs and their ability to run very fast. They are also known for their ability to carry heavy loads.

Client   1, seq   39, junk =    9, prompt = 520, started decoding ...
Client   2, seq   40, junk =    5, prompt = 424, started decoding ...
Client   0, seq  36/128, prompt  500 t, response   19 t, time 22.09 s, speed 23.49 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present to others.

Client   0, seq   41, junk =    7, prompt = 460, started decoding ...
Client   5, seq  31/128, prompt  399 t, response   65 t, time 63.39 s, speed  7.32 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are animals that live in the Andes mountains. They are known for their wool and their ability to carry heavy loads. They are also known for their strong and powerful legs and their ability to run very fast. They are also known for their ability to climb trees and for their ability to carry heavy loads.

Client   5, seq   42, junk =    1, prompt = 315, started decoding ...
Client   4, seq  24/128, prompt  285 t, response  128 t, time 122.60 s, speed  3.37 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree or a bachelor's degree. You can apply for internships or part-time jobs at Google. You can also get a job through Google's career center. You can also get a job through Google's job board. You can also get a job through Google's internship program. You can also get a job through Google's employee portal. You can also get a job through Google's job search. You can also get a job through Google's job board. You can also get a job through Google's career center. You can also get a job through Google's employee portal.
User

Client   4, seq   43, junk =    8, prompt = 491, started decoding ...
Client   1, seq  39/128, prompt  520 t, response   30 t, time 30.20 s, speed 18.21 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see the future. I would like to see the future, and I would like to see the future.

Client   1, seq   44, junk =    0, prompt = 285, started decoding ...
Client   2, seq  40/128, prompt  424 t, response   46 t, time 43.59 s, speed 10.78 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are a type of camel used for herding and grazing. They are also known as "camel in the desert" and "camel in the field". They are native to the Andes Mountains in South America.

Client   2, seq   45, junk =    8, prompt = 490, started decoding ...
Client   6, seq  38/128, prompt  383 t, response   75 t, time 68.31 s, speed  6.70 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds. It states that objects in motion have a relativistic effect on their speed. The theory was developed by Albert Einstein in 1905. It is a fundamental part of modern physics and is used in many areas of science and technology.

Client   6, seq   46, junk =    7, prompt = 470, started decoding ...
Client   2, seq  45/128, prompt  490 t, response   21 t, time 19.70 s, speed 25.94 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily and immerse yourself in it.

Client   2, seq   47, junk =    2, prompt = 339, started decoding ...
Client   0, seq  41/128, prompt  460 t, response   67 t, time 61.00 s, speed  8.64 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Catcher in the Rye" by J.D. Salinger, "To Kill a Mockingbird" by Harper Lee, "To Kill a Mockingbird" by Harper Lee, and "The Grapes of Wrath" by John Steinbeck. These books are all classics and offer a great experience.

Client   0, seq   48, junk =    5, prompt = 398, started decoding ...
Client   7, seq  35/128, prompt  284 t, response   98 t, time 92.71 s, speed  4.12 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Alchemist" by Paulo Coelho. It is a classic book about the journey of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it.

Client   7, seq   49, junk =    5, prompt = 414, started decoding ...
Client   4, seq  43/128, prompt  491 t, response   47 t, time 45.30 s, speed 11.88 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply for internships or full-time positions at Google. You can also look for opportunities in other companies or organizations.

Client   4, seq   50, junk =    9, prompt = 528, started decoding ...
Client   3, seq  37/128, prompt  290 t, response  100 t, time 95.80 s, speed  4.07 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see into the future. I would like to see the future in detail. I would like to know what happens in the future. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail.

Client   3, seq   51, junk =    7, prompt = 466, started decoding ...
Client   5, seq  42/128, prompt  315 t, response   86 t, time 80.09 s, speed  5.01 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program. You can also apply to Google's campus recruitment program. You can also apply to Google's employee placement program. You can also apply to Google's job search program. You can also apply to Google's online job platform.

Client   5, seq   52, junk =    1, prompt = 327, started decoding ...
Client   6, seq  46/128, prompt  470 t, response   28 t, time 32.30 s, speed 15.42 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then to cook it with a good amount of oil.

Client   6, seq   53, junk =    8, prompt = 465, started decoding ...
Client   6, seq  53/128, prompt  465 t, response   26 t, time 20.99 s, speed 23.39 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily and immerse yourself in the language as much as possible.

Client   6, seq   54, junk =    6, prompt = 448, started decoding ...
Client   4, seq  50/128, prompt  528 t, response   49 t, time 45.30 s, speed 12.74 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.

Client   4, seq   55, junk =    3, prompt = 374, started decoding ...
Client   3, seq  51/128, prompt  466 t, response   39 t, time 37.09 s, speed 13.61 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, find a good teacher, and practice with a good instrument. It's important to practice and to practice every day.

Client   3, seq   56, junk =    1, prompt = 313, started decoding ...
Client   1, seq  44/128, prompt  285 t, response   99 t, time 93.50 s, speed  4.11 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree or a bachelor's degree. You can apply for internships or part-time jobs. You can also get a job through Google's career center. You can also get a job through Google's job board. You can also get a job through Google's online courses. You can also get a job through Google's online courses and other online resources. You can also get a job through Google's online courses and other online resources.

Client   1, seq   57, junk =    8, prompt = 487, started decoding ...
Client   7, seq  49/128, prompt  414 t, response   60 t, time 59.10 s, speed  8.02 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are a type of camel that live in the Andes Mountains. They are known for their ability to climb trees and their strong legs. They are also known for their ability to carry heavy loads. They are a popular source of meat and are often found in the Andes region.

Client   7, seq   58, junk =    4, prompt = 405, started decoding ...
Client   0, seq  48/128, prompt  398 t, response   77 t, time 72.70 s, speed  6.53 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Alchemist" by Paulo Coelho, "The Catcher in the Rye" by J.D. Salinger, "To Kill a Mockingbird" by Harper Lee, "The Lord of the Rings" by J.R.R. Tolkien, and "The Hobbit" by J.R.R. Tolkien. These books are all highly recommended for reading.

Client   0, seq   59, junk =    8, prompt = 499, started decoding ...
Client   4, seq  55/128, prompt  374 t, response   36 t, time 33.10 s, speed 12.39 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then let it rest for a few minutes. This is a common method used in many restaurants.

Client   4, seq   60, junk =    0, prompt = 290, started decoding ...
Client   1, seq  57/128, prompt  487 t, response   34 t, time 29.89 s, speed 17.43 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are a type of camel used for herding and grazing. They are known for their ability to walk on water and their ability to carry heavy loads.

Client   1, seq   61, junk =    0, prompt = 286, started decoding ...
Client   2, seq  47/128, prompt  339 t, response  103 t, time 96.80 s, speed  4.57 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is also known as the theory of relativity. The theory states that the speed of light is constant in a vacuum, and that objects moving at high speeds relative to each other experience time dilation. The theory also states that the laws of physics are the same in all inertial frames of reference. The theory is one of the most important theories in physics.

Client   2, seq   62, junk =    4, prompt = 385, started decoding ...
Client   5, seq  52/128, prompt  327 t, response   86 t, time 78.29 s, speed  5.28 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to start with a basic piano and practice regularly. You can use online resources, such as YouTube tutorials, to learn the basics. It's important to practice consistently and to take notes on your progress. Also, consider joining a piano club or community to get support and practice with others. The key is to start with the basics and gradually build up to more complex skills.

Client   5, seq   63, junk =    1, prompt = 305, started decoding ...
Client   7, seq  58/128, prompt  405 t, response   58 t, time 49.90 s, speed  9.28 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, study music theory, and take lessons from a professional musician. It's important to start with a simple piece and gradually increase the complexity. Also, it's helpful to practice with a friend or a music teacher.

Client   7, seq   64, junk =    1, prompt = 314, started decoding ...
Client   3, seq  56/128, prompt  313 t, response   66 t, time 59.59 s, speed  6.36 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see the future. I would like to be able to predict the future. I would like to know the future in advance. I would like to know the future in advance, and I would like to know the future in advance, and I would like to know the future in advance.

Client   3, seq   65, junk =    2, prompt = 336, started decoding ...
Client   5, seq  63/128, prompt  305 t, response   20 t, time 18.51 s, speed 17.56 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live a good life and to make a good contribution to society.

Client   5, seq   66, junk =    7, prompt = 464, started decoding ...
Client   2, seq  62/128, prompt  385 t, response   31 t, time 29.50 s, speed 14.10 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to be able to fly. I would like to fly to the top of the world. I would like to fly to the sky.

Client   2, seq   67, junk =    6, prompt = 442, started decoding ...
Client   6, seq  54/128, prompt  448 t, response   92 t, time 85.81 s, speed  6.29 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's campus programs, which are open to all students. You can also apply to Google's online job portals, which are available for all individuals. You can also apply to Google's internship programs, which are available for students and professionals. You can also apply to Google's employee placement services, which are available for all individuals.

Client   6, seq   68, junk =    7, prompt = 474, started decoding ...
Client   0, seq  59/128, prompt  499 t, response   69 t, time 63.39 s, speed  8.96 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds. It states that objects in motion have a relativistic mass and that time and space are affected by the speed of the object. The theory was developed by Einstein and is one of the most important theories in physics.

Client   0, seq   69, junk =    5, prompt = 405, started decoding ...
Client   2, seq  67/128, prompt  442 t, response   20 t, time 18.70 s, speed 24.71 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live a meaningful life and to find joy and purpose in life.

Client   2, seq   70, junk =    8, prompt = 474, started decoding ...
Client   1, seq  61/128, prompt  286 t, response   71 t, time 65.11 s, speed  5.48 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are a type of camel used for herding and grazing in the Andes region of South America. They are known for their ability to walk on water and their ability to carry heavy loads. They are also known for their intelligence and adaptability. They are a symbol of the Andes culture and are often seen in Andes folklore.

Client   1, seq   71, junk =    8, prompt = 488, started decoding ...
Client   5, seq  66/128, prompt  464 t, response   46 t, time 42.40 s, speed 12.03 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply for internships or full-time positions at Google. You can also look for opportunities in the tech industry.

Client   5, seq   72, junk =    4, prompt = 390, started decoding ...
Client   3, seq  65/128, prompt  336 t, response   58 t, time 53.81 s, speed  7.32 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then lower the heat to a low heat. This is called "steaming" and it's a popular method. The steak should be cooked to the desired level of doneness and should be seasoned properly.

Client   3, seq   73, junk =    9, prompt = 528, started decoding ...
Client   4, seq  60/128, prompt  290 t, response  100 t, time 92.39 s, speed  4.22 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see into the future. I would like to see the future in detail. I would like to know what happens in the future. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail.

Client   4, seq   74, junk =    3, prompt = 363, started decoding ...
Client   0, seq  69/128, prompt  405 t, response   46 t, time 43.09 s, speed 10.47 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Catcher in the Rye" by J.D. Salinger and "To Kill a Mockingbird" by Harper Lee. These books are both classic fiction and have a lot of depth and meaning.

Client   6, seq  68/128, prompt  474 t, response   48 t, time 45.69 s, speed 11.42 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, study music theory, and take lessons from a professional musician. It's important to start with a simple piece and gradually increase the complexity of the music you learn.

Client   0, seq   75, junk =    5, prompt = 413, started decoding ...
Client   6, seq   76, junk =    3, prompt = 372, started decoding ...
Client   1, seq  71/128, prompt  488 t, response   30 t, time 31.20 s, speed 16.60 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: llamas are animals that live in the Andes mountains in South America. They are known for their wool and their ability to carry heavy loads.

Client   1, seq   77, junk =    4, prompt = 383, started decoding ...
Client   3, seq  73/128, prompt  528 t, response   19 t, time 21.89 s, speed 24.99 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present with others.

Client   3, seq   78, junk =    2, prompt = 329, started decoding ...
Client   5, seq  72/128, prompt  390 t, response   35 t, time 36.90 s, speed 11.52 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium heat. This is a classic method used in many restaurants.

Client   5, seq   79, junk =    6, prompt = 447, started decoding ...
Client   2, seq  70/128, prompt  474 t, response   58 t, time 58.50 s, speed  9.09 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Catcher in the Rye" by J.D. Salinger, "To Kill a Mockingbird" by Harper Lee, and "To Kill a Mockingbird" by Harper Lee. These books are all classics and have a lot of depth and meaning.

Client   2, seq   80, junk =    3, prompt = 360, started decoding ...
Client   0, seq  75/128, prompt  413 t, response   24 t, time 27.20 s, speed 16.07 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see the future. I would like to be able to change the world.

Client   0, seq   81, junk =    1, prompt = 299, started decoding ...
Client   1, seq  77/128, prompt  383 t, response   25 t, time 26.11 s, speed 15.63 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily and immerse yourself in it as much as possible.

Client   1, seq   82, junk =    4, prompt = 382, started decoding ...
Client   7, seq  64/128, prompt  314 t, response  109 t, time 106.20 s, speed  3.98 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are a type of camel that are native to South America. They are known for their ability to walk on water and their ability to carry heavy loads. They are also known for their ability to climb trees and their ability to swim in water. They are also known for their ability to carry heavy loads and their ability to walk on water. They are also known for their ability to carry heavy loads and their ability to walk on water. They are also known for their ability to carry heavy loads and their ability to walk on water.

Client   7, seq   83, junk =    2, prompt = 336, started decoding ...
Client   6, seq  76/128, prompt  372 t, response   49 t, time 48.58 s, speed  8.67 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.

Client   6, seq   84, junk =    0, prompt = 290, started decoding ...
Client   5, seq  79/128, prompt  447 t, response   37 t, time 34.99 s, speed 13.83 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the ability to see into the future. I would like to be able to travel to other dimensions. I would like to be able to change the future.

Client   5, seq   85, junk =    7, prompt = 441, started decoding ...
Client   0, seq  81/128, prompt  299 t, response   40 t, time 35.49 s, speed  9.55 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to find joy in every moment. It is a simple and profound concept that has been practiced by many people across different cultures and religions.

Client   0, seq   86, junk =    3, prompt = 367, started decoding ...
Client   2, seq  80/128, prompt  360 t, response   60 t, time 51.49 s, speed  8.16 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Lamas are a type of llama that are known for their unique behavior and are often found in the Andes region of South America. They are also known as "the llamas of the Andes" and are considered to be one of the most important species of llamas in the world.

Client   2, seq   87, junk =    8, prompt = 495, started decoding ...
Client   5, seq  85/128, prompt  441 t, response   44 t, time 35.70 s, speed 13.58 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to the Google job board, and you can also get a job through Google's internal programs.

Client   5, seq   88, junk =    5, prompt = 426, started decoding ...
Client   4, seq  74/128, prompt  363 t, response  106 t, time 97.30 s, speed  4.82 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, especially at home. You can start with simple songs and gradually increase the complexity. It's important to practice every day, even if it's just for a few minutes. You can also use online resources, such as YouTube tutorials or music apps, to help you learn. Consistency is key, and it's important to take it step by step. Also, you can practice with a friend or a music teacher to get feedback and improve your skills.

Client   4, seq   89, junk =    8, prompt = 481, started decoding ...
Client   0, seq  86/128, prompt  367 t, response   40 t, time 34.79 s, speed 11.70 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then reduce the heat to a lower temperature. This is called "steak cooking" and is a popular method.

Client   0, seq   90, junk =    6, prompt = 454, started decoding ...
Client   3, seq  78/128, prompt  329 t, response  104 t, time 92.69 s, speed  4.67 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Lamas are a type of animal that live in the Andes mountains. They are known for their beautiful appearance and are often seen in the Andes. They are also known as the "Llama of the Andes" and are a symbol of the Andes region. They are also known as the "Llama of the Andes" and are a symbol of the Andes region. They are also known as the "Lama of the Andes" and are a symbol of the Andes region.

Client   3, seq   91, junk =    3, prompt = 364, started decoding ...
Client   1, seq  82/128, prompt  382 t, response   90 t, time 78.18 s, speed  6.04 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Lamas are also called "Llama" in some countries. They are a type of animal that live in the Andes mountains. They are known for their unique way of life and their ability to live in different environments. They are also called "Llama" in some countries. They are a type of animal that live in the Andes mountains. They are known for their unique way of life and their ability to live in different environments.

Client   1, seq   92, junk =    4, prompt = 381, started decoding ...
Client   5, seq  88/128, prompt  426 t, response   19 t, time 21.30 s, speed 20.89 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to be able to fly. That's a superpower I could have.

Client   5, seq   93, junk =    4, prompt = 380, started decoding ...
Client   2, seq  87/128, prompt  495 t, response   45 t, time 43.79 s, speed 12.33 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also get a job through Google's own job market.

Client   2, seq   94, junk =    9, prompt = 503, started decoding ...
Client   0, seq  90/128, prompt  454 t, response   26 t, time 26.30 s, speed 18.25 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily and to immerse yourself in it as much as possible.

Client   0, seq   95, junk =    9, prompt = 507, started decoding ...
Client   4, seq  89/128, prompt  481 t, response   42 t, time 40.20 s, speed 13.01 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program.

Client   4, seq   96, junk =    1, prompt = 313, started decoding ...
Client   3, seq  91/128, prompt  364 t, response   37 t, time 35.50 s, speed 11.30 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the ability to see into the future. I would like to be able to travel to other planets. I would like to be able to communicate with aliens.

Client   3, seq   97, junk =    5, prompt = 407, started decoding ...
Client   7, seq  83/128, prompt  336 t, response  128 t, time 112.19 s, speed  4.14 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Alchemist" by Paulo Coelho, "The Catcher in the Rye" by J.D. Salinger, "To Kill a Mockingbird" by Harper Lee, "The Lord of the Rings" by J.R.R. Tolkien, "The Hobbit" by J.R.R. Tolkien, "The Grapes of Wrath" by John Steinbeck, "The Catcher in the Rye" by J.D. Salinger, "The Lord of the Rings" by J.R.R. Tolkien, "The Hobbit" by J.R.R. Tolkien, "The Grapes of Wrath" by John

Client   7, seq   98, junk =    3, prompt = 339, started decoding ...
Client   0, seq  95/128, prompt  507 t, response   32 t, time 28.11 s, speed 19.18 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium heat and cook it for a few minutes.

Client   0, seq   99, junk =    7, prompt = 464, started decoding ...
Client   6, seq  84/128, prompt  290 t, response  128 t, time 112.90 s, speed  3.70 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see into the future. I would like to see the future in detail. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens

Client   6, seq  100, junk =    7, prompt = 461, started decoding ...
Client   2, seq  94/128, prompt  503 t, response   55 t, time 48.20 s, speed 11.58 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Catcher in the Rye" by J.D. Salinger, "To Kill a Mockingbird" by Harper Lee, and "To Kill a Mockingbird" by Harper Lee. These books are all classics and offer a great experience.

Client   2, seq  101, junk =    8, prompt = 482, started decoding ...
Client   0, seq  99/128, prompt  464 t, response   19 t, time 18.10 s, speed 26.68 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present with others.

Client   0, seq  102, junk =    7, prompt = 460, started decoding ...
Client   4, seq  96/128, prompt  313 t, response   42 t, time 39.30 s, speed  9.03 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily, speak with native speakers, and immerse yourself in the language. It's important to take it slowly and to be patient with yourself.

Client   4, seq  103, junk =    6, prompt = 442, started decoding ...
Client   6, seq 100/128, prompt  461 t, response   12 t, time 14.80 s, speed 31.96 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live a meaningful life.

Client   6, seq  104, junk =    4, prompt = 373, started decoding ...
Client   5, seq  93/128, prompt  380 t, response   73 t, time 68.41 s, speed  6.62 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to start with a basic piano and practice regularly. You can use online resources such as YouTube tutorials or apps like "Piano Lessons" to help you learn. It's important to practice every day and to take it step by step. Also, you can find piano lessons online or at local music schools.

Client   5, seq  105, junk =    5, prompt = 410, started decoding ...
Client   7, seq  98/128, prompt  339 t, response   42 t, time 41.00 s, speed  9.29 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then lower the heat to medium heat and cook it for a few minutes. This is a classic method used in many restaurants.

Client   7, seq  106, junk =    1, prompt = 310, started decoding ...
Client   6, seq 104/128, prompt  373 t, response   19 t, time 18.00 s, speed 21.77 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present with others.

Client   6, seq  107, junk =    5, prompt = 427, started decoding ...
Client   4, seq 103/128, prompt  442 t, response   25 t, time 25.60 s, speed 18.24 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily, speak it, and immerse yourself in it.

Client   4, seq  108, junk =    0, prompt = 284, started decoding ...
Client   0, seq 102/128, prompt  460 t, response   31 t, time 31.99 s, speed 15.35 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium and cook it for a few minutes.

Client   0, seq  109, junk =    2, prompt = 330, started decoding ...
Client   3, seq  97/128, prompt  407 t, response   69 t, time 66.21 s, speed  7.19 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Alchemist" by Paulo Coelho, "The Catcher in the Rye" by J.D. Salinger, "To Kill a Mockingbird" by Harper Lee, "The Lord of the Rings" by J.R.R. Tolkien, and "Pride and Prejudice" by Jane Austen.

Client   3, seq  110, junk =    7, prompt = 465, started decoding ...
Client   6, seq 107/128, prompt  427 t, response   19 t, time 19.49 s, speed 22.88 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present with others.

Client   6, seq  111, junk =    8, prompt = 482, started decoding ...
Client   2, seq 101/128, prompt  482 t, response   53 t, time 53.29 s, speed 10.04 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program. You can also apply to Google's employee placement services.

Client   2, seq  112, junk =    6, prompt = 440, started decoding ...
Client   1, seq  92/128, prompt  381 t, response  117 t, time 112.30 s, speed  4.43 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are the most common type of animal in the Americas. They are also known as "the camel in the clouds." They are used for herding and carrying goods. They are also known as "the camel in the clouds" and "the camel in the clouds." They are also known as "the camel in the clouds" and "the camel in the clouds." They are also known as "the camel in the clouds" and "the camel in the clouds." They are also known as "the camel in the clouds" and "the camel in the clouds."

Client   1, seq  113, junk =    9, prompt = 529, started decoding ...
Client   5, seq 105/128, prompt  410 t, response   53 t, time 51.39 s, speed  9.01 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job board, and you can also apply to Google's internship program. You can also apply to Google's campus recruitment program.

Client   5, seq  114, junk =    5, prompt = 422, started decoding ...
Client   0, seq 109/128, prompt  330 t, response   32 t, time 32.10 s, speed 11.28 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily, speak with native speakers, and immerse yourself in the language as much as possible.

Client   0, seq  115, junk =    2, prompt = 348, started decoding ...
Client   7, seq 106/128, prompt  310 t, response   45 t, time 45.90 s, speed  7.73 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live a good life and to make a good life. It is also about making a good life and living a good life. It is about living a good life and making a good life.

Client   7, seq  116, junk =    5, prompt = 400, started decoding ...
Client   2, seq 112/128, prompt  440 t, response   19 t, time 20.89 s, speed 21.97 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present with others.

Client   2, seq  117, junk =    9, prompt = 518, started decoding ...
Client   1, seq 113/128, prompt  529 t, response   21 t, time 22.89 s, speed 24.02 t/s, cache miss 0

Input:    If you could have any superpower, what would it be?
Response: I would like to have the power to see the future. That's what I want to do.

Client   1, seq  118, junk =    5, prompt = 425, started decoding ...
Client   3, seq 110/128, prompt  465 t, response   42 t, time 44.41 s, speed 11.42 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program.

Client   3, seq  119, junk =    5, prompt = 391, started decoding ...
Client   5, seq 114/128, prompt  422 t, response   21 t, time 24.50 s, speed 18.08 t/s, cache miss 0

Input:    What is the best way to learn a new language?
Response: The best way to learn a new language is to practice it daily and to speak with native speakers.

Client   6, seq 111/128, prompt  482 t, response   39 t, time 42.41 s, speed 12.28 t/s, cache miss 0

Input:    Tell me an interesting fact about llamas.
Response: Llamas are animals that live in the Andes mountains. They are known for their wool and their ability to run very fast. They are also known for their ability to climb trees.

Client   5, seq  120, junk =    4, prompt = 410, started decoding ...
Client   6, seq  121, junk =    1, prompt = 318, started decoding ...
Client   7, seq 116/128, prompt  400 t, response   19 t, time 23.60 s, speed 17.76 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live in the present moment and to be present with others.

Client   7, seq  122, junk =    9, prompt = 502, started decoding ...
Client   1, seq 118/128, prompt  425 t, response   18 t, time 20.19 s, speed 21.94 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is to live a good life and to live a good life.

Client   1, seq  123, junk =    4, prompt = 397, started decoding ...
Client   4, seq 108/128, prompt  284 t, response   74 t, time 75.70 s, speed  4.73 t/s, cache miss 0

Input:    What is the meaning of life?
Response: The meaning of life is a philosophical question that varies across different cultures and religions. It is a question that has been asked by humans for thousands of years. The answer can vary depending on the person's beliefs and experiences. It is a question that can be answered in many ways, and it is a personal question that depends on the individual's own beliefs and experiences.

Client   4, seq  124, junk =    5, prompt = 417, started decoding ...
Client   0, seq 115/128, prompt  348 t, response   49 t, time 49.10 s, speed  8.08 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.

Client   0, seq  125, junk =    7, prompt = 458, started decoding ...
Client   2, seq 117/128, prompt  518 t, response   62 t, time 56.50 s, speed 10.26 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, study music theory, and take lessons from a professional musician. It's important to start with a simple piece and gradually increase the complexity of the music you learn. Consistent practice and dedication will help you improve your skills over time.

Client   2, seq  126, junk =    7, prompt = 469, started decoding ...
Client   4, seq 124/128, prompt  417 t, response   32 t, time 25.99 s, speed 17.27 t/s, cache miss 0

Input:    What is the best way to cook a steak?
Response: The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium heat and cook it for a few minutes.

Client   4, seq  127, junk =    5, prompt = 407, started decoding ...
Client   3, seq 119/128, prompt  391 t, response   59 t, time 52.99 s, speed  8.49 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also get a job through Google's own job market. You can also get a job through Google's online courses and certifications.

Client   7, seq 122/128, prompt  502 t, response   68 t, time 67.31 s, speed  8.47 t/s, cache miss 0

Input:    I want to learn how to play the piano. What would be the best way to do it?
Response: The best way to learn how to play the piano is to practice regularly, listen to music, and take lessons from a professional musician. It's important to start with a simple melody and gradually build up to more complex pieces. Also, it's helpful to practice with a friend or a music teacher to get feedback and improve your skills.

Client   1, seq 123/128, prompt  397 t, response   70 t, time 73.90 s, speed  6.32 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It states that objects in motion have a relativistic mass and that time and length are affected by the speed of the object. The theory was developed by Albert Einstein in 1905.

Client   5, seq 120/128, prompt  410 t, response   78 t, time 82.79 s, speed  5.89 t/s, cache miss 0

Input:    Are you familiar with the Special Theory of Relativity and can you explain it to me?
Response: Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is also known as the theory of relativity. The theory states that the speed of light in a vacuum is constant and the same for all observers, no matter their motion. This is one of the most important theories in physics.

Client   0, seq 125/128, prompt  458 t, response   51 t, time 64.20 s, speed  7.93 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree in computer science or a related field. You can apply for internships or full-time positions at Google. You can also look for opportunities through Google's job board or other job portals.

Client   6, seq 121/128, prompt  318 t, response   82 t, time 93.49 s, speed  4.28 t/s, cache miss 0

Input:    How to get a job at Google?
Response: To get a job at Google, you need to have a degree or a certificate in computer science, and you can apply for a job through Google's job portal. You can also apply for internships or other positions through Google's job portal. You can also apply for internships or other positions through Google's job portal. You can also apply for internships or other positions through Google's job portal.

Client   2, seq 126/128, prompt  469 t, response   46 t, time 70.99 s, speed  7.25 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Catcher in the Rye" by J.D. Salinger and "To Kill a Mockingbird" by Harper Lee. These books are both classic fiction and have a lot of depth and meaning.

Client   4, seq 127/128, prompt  407 t, response   83 t, time 96.61 s, speed  5.07 t/s, cache miss 0

Input:    Recommend some interesting books to read.
Response: I recommend "The Alchemist" by Paulo Coelho, "The Catcher in the Rye" by J.D. Salinger, "To Kill a Mockingbird" by Harper Lee, "The Lord of the Rings" by J.R.R. Tolkien, and "The Grapes of Wrath" by John Steinbeck. These books are all classics and offer a great range of stories and themes.

main: clearing the KV cache

run parameters as of 2025-12-04 09:52:05

main: n_parallel = 8, n_sequences = 128, cont_batching = 1, system tokens = 273
External prompt file: used built-in defaults
Model and path used:  Qwen3-0.6B-Q4_0.gguf

Total prompt tokens:  52019, speed: 59.59 t/s
Total gen tokens:      6830, speed:  7.82 t/s
Total speed (AVG):           speed: 67.41 t/s
Cache misses:             0

llama_perf_context_print:        load time =    2483.67 ms
llama_perf_context_print: prompt eval time =  560641.74 ms / 58808 tokens (    9.53 ms per token,   104.89 tokens per second)
llama_perf_context_print:        eval time =   28979.60 ms /    41 runs   (  706.82 ms per token,     1.41 tokens per second)
llama_perf_context_print:       total time =  872942.34 ms / 58849 tokens
llama_perf_context_print:    graphs reused =        636


@zsq0216
Copy link
Author

zsq0216 commented Dec 4, 2025

将 response 按 prompt 归类分组,使输出结构更清晰、可读性更高

{
    "What is the meaning of life?": {
        "response_count": 22,
        "unique_response_count": 14,
        "responses": [
            "The meaning of life is to live in the present moment and to be present to the present moment.",
            "The meaning of life is to live a meaningful life and to find joy in life.",
            "The meaning of life is to live in the present moment and to find joy in the simple things in life.",
            "The meaning of life is to live in the present moment.",
            "The meaning of life is a philosophical question that varies across different cultures and religions. It is a question that has been asked by humans for thousands of years. The answer can vary depending on the person's beliefs and experiences. It is a question that can be answered in many ways, and it is a personal question that depends on the individual's own beliefs and experiences.",
            "The meaning of life is to live in the present moment and to be present with others.",
            "The meaning of life is to live in the present moment and to find joy in every moment. It is a simple and profound concept that has been spoken about in many religions and philosophies.",
            "The meaning of life is to live in the present moment and to be present with others.",
            "The meaning of life is to live in the present moment and to be present to others.",
            "The meaning of life is to live a good life and to make a good contribution to society.",
            "The meaning of life is to live a meaningful life and to find joy and purpose in life.",
            "The meaning of life is to live in the present moment and to be present with others.",
            "The meaning of life is to live in the present moment and to find joy in every moment. It is a simple and profound concept that has been practiced by many people across different cultures and religions.",
            "The meaning of life is to live in the present moment and to be present with others.",
            "The meaning of life is to live a meaningful life.",
            "The meaning of life is to live in the present moment and to be present with others.",
            "The meaning of life is to live in the present moment and to be present with others.",
            "The meaning of life is to live a good life and to make a good life. It is also about making a good life and living a good life. It is about living a good life and making a good life.",
            "The meaning of life is to live in the present moment and to be present with others.",
            "The meaning of life is to live in the present moment and to be present with others.",
            "The meaning of life is to live a good life and to live a good life.",
            "The meaning of life is a philosophical question that varies across different cultures and religions. It is a question that has been asked by humans for thousands of years. The answer can vary depending on the person's beliefs and experiences. It is a question that can be answered in many ways, and it is a personal question that depends on the individual's own beliefs and experiences."
        ]
    },
    "What is the best way to cook a steak?": {
        "response_count": 12,
        "unique_response_count": 10,
        "responses": [
            "The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium heat and cook it for a few minutes.",
            "The best way to cook a steak is to cook it over a high heat and then lower the heat to a low heat. This is the classic steak cooking method.",
            "The best way to cook a steak is to cook it over a high heat and then lower the heat to medium heat. The steak should be cooked to a certain level of doneness, typically between 100-130 degrees Fahrenheit. The cooking time depends on the thickness of the steak and the desired level of doneness. The steak should be cooked to a certain level of doneness, typically between 100-130 degrees Fahrenheit. The cooking time depends on the thickness of the steak and the desired level of doneness. The steak should be cooked to a certain level of doneness, typically between 1",
            "The best way to cook a steak is to cook it over a high heat and then to cook it with a good amount of oil.",
            "The best way to cook a steak is to cook it over a high heat and then let it rest for a few minutes. This is a common method used in many restaurants.",
            "The best way to cook a steak is to cook it over a high heat and then lower the heat to a low heat. This is called \"steaming\" and it's a popular method. The steak should be cooked to the desired level of doneness and should be seasoned properly.",
            "The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium heat. This is a classic method used in many restaurants.",
            "The best way to cook a steak is to cook it over a high heat and then reduce the heat to a lower temperature. This is called \"steak cooking\" and is a popular method.",
            "The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium heat and cook it for a few minutes.",
            "The best way to cook a steak is to cook it over a high heat and then lower the heat to medium heat and cook it for a few minutes. This is a classic method used in many restaurants.",
            "The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium and cook it for a few minutes.",
            "The best way to cook a steak is to cook it over a high heat and then reduce the heat to medium heat and cook it for a few minutes."
        ]
    },
    "I want to learn how to play the piano. What would be the best way to do it?": {
        "response_count": 12,
        "unique_response_count": 12,
        "responses": [
            "The best way to learn how to play the piano is to practice regularly, study music theory, and take lessons from a professional musician. It's important to practice and to keep learning.",
            "The best way to learn how to play the piano is to practice regularly, listen to music, and take lessons from a professional musician. It is important to practice and to practice every day.",
            "The best way to learn how to play the piano is to practice regularly, listen to music, and take lessons from a teacher. It's important to start with a simple melody and gradually increase the complexity. Also, it's helpful to practice with a friend or a music teacher.",
            "The best way to learn how to play the piano is to practice regularly, find a good teacher, and practice with a good instrument. It's important to practice and to practice every day. Also, it's important to find a good way to practice, such as using a piano or a keyboard. The best way to learn is to practice and to practice every day.",
            "The best way to learn how to play the piano is to practice regularly, find a good teacher, and practice with a good instrument. It's important to practice and to practice every day.",
            "The best way to learn how to play the piano is to start with a basic piano and practice regularly. You can use online resources, such as YouTube tutorials, to learn the basics. It's important to practice consistently and to take notes on your progress. Also, consider joining a piano club or community to get support and practice with others. The key is to start with the basics and gradually build up to more complex skills.",
            "The best way to learn how to play the piano is to practice regularly, study music theory, and take lessons from a professional musician. It's important to start with a simple piece and gradually increase the complexity. Also, it's helpful to practice with a friend or a music teacher.",
            "The best way to learn how to play the piano is to practice regularly, study music theory, and take lessons from a professional musician. It's important to start with a simple piece and gradually increase the complexity of the music you learn.",
            "The best way to learn how to play the piano is to practice regularly, especially at home. You can start with simple songs and gradually increase the complexity. It's important to practice every day, even if it's just for a few minutes. You can also use online resources, such as YouTube tutorials or music apps, to help you learn. Consistency is key, and it's important to take it step by step. Also, you can practice with a friend or a music teacher to get feedback and improve your skills.",
            "The best way to learn how to play the piano is to start with a basic piano and practice regularly. You can use online resources such as YouTube tutorials or apps like \"Piano Lessons\" to help you learn. It's important to practice every day and to take it step by step. Also, you can find piano lessons online or at local music schools.",
            "The best way to learn how to play the piano is to practice regularly, study music theory, and take lessons from a professional musician. It's important to start with a simple piece and gradually increase the complexity of the music you learn. Consistent practice and dedication will help you improve your skills over time.",
            "The best way to learn how to play the piano is to practice regularly, listen to music, and take lessons from a professional musician. It's important to start with a simple melody and gradually build up to more complex pieces. Also, it's helpful to practice with a friend or a music teacher to get feedback and improve your skills."
        ]
    },
    "How to get a job at Google?": {
        "response_count": 20,
        "unique_response_count": 16,
        "responses": [
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to the Google job board, and you can also get a job through Google's internal recruitment process.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program. You can also apply to Google's employee placement services.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also get a job through Google's own job market.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program. You can also apply to Google's employee placement program. You can also apply to Google's recruitment process.",
            "To get a job at Google, you need to have a degree or a bachelor's degree. You can apply for internships or part-time jobs at Google. You can also get a job through Google's career center. You can also get a job through Google's job board. You can also get a job through Google's internship program. You can also get a job through Google's employee portal. You can also get a job through Google's job search. You can also get a job through Google's job board. You can also get a job through Google's career center. You can also get a job through Google's employee portal.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply for internships or full-time positions at Google. You can also look for opportunities in other companies or organizations.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program. You can also apply to Google's campus recruitment program. You can also apply to Google's employee placement program. You can also apply to Google's job search program. You can also apply to Google's online job platform.",
            "To get a job at Google, you need to have a degree or a bachelor's degree. You can apply for internships or part-time jobs. You can also get a job through Google's career center. You can also get a job through Google's job board. You can also get a job through Google's online courses. You can also get a job through Google's online courses and other online resources. You can also get a job through Google's online courses and other online resources.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's campus programs, which are open to all students. You can also apply to Google's online job portals, which are available for all individuals. You can also apply to Google's internship programs, which are available for students and professionals. You can also apply to Google's employee placement services, which are available for all individuals.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply for internships or full-time positions at Google. You can also look for opportunities in the tech industry.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to the Google job board, and you can also get a job through Google's internal programs.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also get a job through Google's own job market.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program. You can also apply to Google's employee placement services.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job board, and you can also apply to Google's internship program. You can also apply to Google's campus recruitment program.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also apply to Google's internship program.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply to Google's job portals, and you can also get a job through Google's own job market. You can also get a job through Google's online courses and certifications.",
            "To get a job at Google, you need to have a degree in computer science or a related field. You can apply for internships or full-time positions at Google. You can also look for opportunities through Google's job board or other job portals.",
            "To get a job at Google, you need to have a degree or a certificate in computer science, and you can apply for a job through Google's job portal. You can also apply for internships or other positions through Google's job portal. You can also apply for internships or other positions through Google's job portal. You can also apply for internships or other positions through Google's job portal."
        ]
    },
    "Are you familiar with the Special Theory of Relativity and can you explain it to me?": {
        "response_count": 13,
        "unique_response_count": 9,
        "responses": [
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.",
            "The Special Theory of Relativity is a theory that describes the relationship between space and time. It states that the laws of physics are the same in all inertial frames of reference. This means that the speed of light is constant in a given frame of reference, and that the laws of physics are the same in all inertial frames of reference. The theory was developed by Einstein in 1905. It is a fundamental part of modern physics and is used in many areas of science and technology.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It states that time, length, and mass are all affected by the speed of an object in motion. The theory was developed by Einstein and is one of the most important theories in physics.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at speeds close to the speed of light. It is a fundamental theory of physics and is one of the most important theories in physics.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds. It states that objects in motion have a relativistic effect on their speed. The theory was developed by Albert Einstein in 1905. It is a fundamental part of modern physics and is used in many areas of science and technology.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is also known as the theory of relativity. The theory states that the speed of light is constant in a vacuum, and that objects moving at high speeds relative to each other experience time dilation. The theory also states that the laws of physics are the same in all inertial frames of reference. The theory is one of the most important theories in physics.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds. It states that objects in motion have a relativistic mass and that time and space are affected by the speed of the object. The theory was developed by Einstein and is one of the most important theories in physics.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is a fundamental part of physics and is used in many areas of science and technology.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It states that objects in motion have a relativistic mass and that time and length are affected by the speed of the object. The theory was developed by Albert Einstein in 1905.",
            "Yes, I am familiar with the Special Theory of Relativity. It is a theory that describes how objects move at high speeds relative to each other. It is also known as the theory of relativity. The theory states that the speed of light in a vacuum is constant and the same for all observers, no matter their motion. This is one of the most important theories in physics."
        ]
    },
    "If you could have any superpower, what would it be?": {
        "response_count": 13,
        "unique_response_count": 11,
        "responses": [
            "I would like to have the power to see the future. I would like to see the future in a way that allows me to make a difference in the world. I would like to be able to see the future in a way that allows me to make a difference in the world.",
            "I would like to have the power to see into the future. I would like to see the future in detail. I would like to know what happens in the future. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail.",
            "I would like to have the power to see the future. I would like to see the future, and I would like to see the future.",
            "I would like to have the power to see into the future. I would like to see the future in detail. I would like to know what happens in the future. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail.",
            "I would like to have the power to see the future. I would like to be able to predict the future. I would like to know the future in advance. I would like to know the future in advance, and I would like to know the future in advance, and I would like to know the future in advance.",
            "I would like to be able to fly. I would like to fly to the top of the world. I would like to fly to the sky.",
            "I would like to have the power to see into the future. I would like to see the future in detail. I would like to know what happens in the future. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail. I would like to know what happens in the future in detail.",
            "I would like to have the power to see the future. I would like to be able to change the world.",
            "I would like to have the ability to see into the future. I would like to be able to travel to other dimensions. I would like to be able to change the future.",
            "I would like to be able to fly. That's a superpower I could have.",
            "I would like to have the ability to see into the future. I would like to be able to travel to other planets. I would like to be able to communicate with aliens.",
            "I would like to have the power to see into the future. I would like to see the future in detail. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens in the future. I would like to know what happens",
            "I would like to have the power to see the future. That's what I want to do."
        ]
    },
    "Recommend some interesting books to read.": {
        "response_count": 12,
        "unique_response_count": 10,
        "responses": [
            "I recommend \"The Alchemist\" by Paulo Coelho. It is a classic book about the journey of a person who starts with a dream and works to achieve it. It is a story about the journey of a person who starts with a dream and works to achieve it. It is a story about the journey of a person who starts with a dream and works to achieve it. It is a story about the journey of a person who starts with a dream and works to achieve it.",
            "I recommend \"The Alchemist\" by Paulo Coelho. It is a classic book about the journey of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it.",
            "I recommend \"The Catcher in the Rye\" by J.D. Salinger, \"To Kill a Mockingbird\" by Harper Lee, \"To Kill a Mockingbird\" by Harper Lee, and \"The Grapes of Wrath\" by John Steinbeck. These books are all classics and offer a great experience.",
            "I recommend \"The Alchemist\" by Paulo Coelho. It is a classic book about the journey of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it. It is a story about the life of a person who starts with a dream and works to achieve it.",
            "I recommend \"The Alchemist\" by Paulo Coelho, \"The Catcher in the Rye\" by J.D. Salinger, \"To Kill a Mockingbird\" by Harper Lee, \"The Lord of the Rings\" by J.R.R. Tolkien, and \"The Hobbit\" by J.R.R. Tolkien. These books are all highly recommended for reading.",
            "I recommend \"The Catcher in the Rye\" by J.D. Salinger and \"To Kill a Mockingbird\" by Harper Lee. These books are both classic fiction and have a lot of depth and meaning.",
            "I recommend \"The Catcher in the Rye\" by J.D. Salinger, \"To Kill a Mockingbird\" by Harper Lee, and \"To Kill a Mockingbird\" by Harper Lee. These books are all classics and have a lot of depth and meaning.",
            "I recommend \"The Alchemist\" by Paulo Coelho, \"The Catcher in the Rye\" by J.D. Salinger, \"To Kill a Mockingbird\" by Harper Lee, \"The Lord of the Rings\" by J.R.R. Tolkien, \"The Hobbit\" by J.R.R. Tolkien, \"The Grapes of Wrath\" by John Steinbeck, \"The Catcher in the Rye\" by J.D. Salinger, \"The Lord of the Rings\" by J.R.R. Tolkien, \"The Hobbit\" by J.R.R. Tolkien, \"The Grapes of Wrath\" by John",
            "I recommend \"The Catcher in the Rye\" by J.D. Salinger, \"To Kill a Mockingbird\" by Harper Lee, and \"To Kill a Mockingbird\" by Harper Lee. These books are all classics and offer a great experience.",
            "I recommend \"The Alchemist\" by Paulo Coelho, \"The Catcher in the Rye\" by J.D. Salinger, \"To Kill a Mockingbird\" by Harper Lee, \"The Lord of the Rings\" by J.R.R. Tolkien, and \"Pride and Prejudice\" by Jane Austen.",
            "I recommend \"The Catcher in the Rye\" by J.D. Salinger and \"To Kill a Mockingbird\" by Harper Lee. These books are both classic fiction and have a lot of depth and meaning.",
            "I recommend \"The Alchemist\" by Paulo Coelho, \"The Catcher in the Rye\" by J.D. Salinger, \"To Kill a Mockingbird\" by Harper Lee, \"The Lord of the Rings\" by J.R.R. Tolkien, and \"The Grapes of Wrath\" by John Steinbeck. These books are all classics and offer a great range of stories and themes."
        ]
    },
    "Tell me an interesting fact about llamas.": {
        "response_count": 15,
        "unique_response_count": 15,
        "responses": [
            "Llamas are a type of camel used for herding and grazing in the Andes region of South America. They are known for their strong and powerful bodies and their ability to run very fast.",
            "Llamas are a type of camel used for herding and grazing in the Andes region of South America. They are known for their strong and powerful muscles and their ability to run long distances. They are also known for their unique social behavior and communication methods.",
            "Llamas are a type of camel used for herding and transporting goods. They are known for their strong and powerful legs and their ability to run very fast. They are also known for their ability to carry heavy loads.",
            "Llamas are animals that live in the Andes mountains. They are known for their wool and their ability to carry heavy loads. They are also known for their strong and powerful legs and their ability to run very fast. They are also known for their ability to climb trees and for their ability to carry heavy loads.",
            "Llamas are a type of camel used for herding and grazing. They are also known as \"camel in the desert\" and \"camel in the field\". They are native to the Andes Mountains in South America.",
            "Llamas are a type of camel that live in the Andes Mountains. They are known for their ability to climb trees and their strong legs. They are also known for their ability to carry heavy loads. They are a popular source of meat and are often found in the Andes region.",
            "Llamas are a type of camel used for herding and grazing. They are known for their ability to walk on water and their ability to carry heavy loads.",
            "Llamas are a type of camel used for herding and grazing in the Andes region of South America. They are known for their ability to walk on water and their ability to carry heavy loads. They are also known for their intelligence and adaptability. They are a symbol of the Andes culture and are often seen in Andes folklore.",
            "llamas are animals that live in the Andes mountains in South America. They are known for their wool and their ability to carry heavy loads.",
            "Llamas are a type of camel that are native to South America. They are known for their ability to walk on water and their ability to carry heavy loads. They are also known for their ability to climb trees and their ability to swim in water. They are also known for their ability to carry heavy loads and their ability to walk on water. They are also known for their ability to carry heavy loads and their ability to walk on water. They are also known for their ability to carry heavy loads and their ability to walk on water.",
            "Lamas are a type of llama that are known for their unique behavior and are often found in the Andes region of South America. They are also known as \"the llamas of the Andes\" and are considered to be one of the most important species of llamas in the world.",
            "Lamas are a type of animal that live in the Andes mountains. They are known for their beautiful appearance and are often seen in the Andes. They are also known as the \"Llama of the Andes\" and are a symbol of the Andes region. They are also known as the \"Llama of the Andes\" and are a symbol of the Andes region. They are also known as the \"Lama of the Andes\" and are a symbol of the Andes region.",
            "Lamas are also called \"Llama\" in some countries. They are a type of animal that live in the Andes mountains. They are known for their unique way of life and their ability to live in different environments. They are also called \"Llama\" in some countries. They are a type of animal that live in the Andes mountains. They are known for their unique way of life and their ability to live in different environments.",
            "Llamas are the most common type of animal in the Americas. They are also known as \"the camel in the clouds.\" They are used for herding and carrying goods. They are also known as \"the camel in the clouds\" and \"the camel in the clouds.\" They are also known as \"the camel in the clouds\" and \"the camel in the clouds.\" They are also known as \"the camel in the clouds\" and \"the camel in the clouds.\" They are also known as \"the camel in the clouds\" and \"the camel in the clouds.\"",
            "Llamas are animals that live in the Andes mountains. They are known for their wool and their ability to run very fast. They are also known for their ability to climb trees."
        ]
    },
    "What is the best way to learn a new language?": {
        "response_count": 9,
        "unique_response_count": 9,
        "responses": [
            "The best way to learn a new language is to practice it daily, speak with native speakers, and immerse yourself in the language culture.",
            "The best way to learn a new language is to practice it daily and immerse yourself in it.",
            "The best way to learn a new language is to practice it daily and immerse yourself in the language as much as possible.",
            "The best way to learn a new language is to practice it daily and immerse yourself in it as much as possible.",
            "The best way to learn a new language is to practice it daily and to immerse yourself in it as much as possible.",
            "The best way to learn a new language is to practice it daily, speak with native speakers, and immerse yourself in the language. It's important to take it slowly and to be patient with yourself.",
            "The best way to learn a new language is to practice it daily, speak it, and immerse yourself in it.",
            "The best way to learn a new language is to practice it daily, speak with native speakers, and immerse yourself in the language as much as possible.",
            "The best way to learn a new language is to practice it daily and to speak with native speakers."
        ]
    }
}

@noemotiovon
Copy link
Owner

非常感谢你的贡献!!可以把这部份代码贡献到上游社区嘛

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants