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├── Screenshot 2024-01-09 alle 14.19.21.png
├── Screenshot 2024-01-09 alle 14.21.35.png
├── README.md
├── 40-vicuna1B_PG_MEM.py
└── TinyVicuna1B-q8-GGUF_logs.txt
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/README.md:
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1 | # KingOfTheTiny
2 | Repo of the code from the Medium article about TinyVicuna1B GGUF
3 |
4 |
5 |
6 |
7 | ## Main Model repo
8 | https://huggingface.co/afrideva/Tiny-Vicuna-1B-GGUF
9 |
10 | Hugging Face repo: afrideva/Tiny-Vicuna-1B-GGUF
11 |
12 | Original Model https://lmsys.org/blog/2023-03-30-vicuna/
13 |
14 | Tiny Vicuna 1B
15 | This model is a fine-tuned version of TinyLlama on WizardVicuna Dataset.
16 | It should be fully compatible with Vicuna-v1.5 series.
17 | This model is easy to iterate on for early experiments!
18 |
19 | - ICON from https://www.hardware-corner.net/wp-content/uploads/llm/images/Vicuna-logo.jpg
20 | - PLOTLY tutorial https://plotly.com/python/text-and-annotations/
21 | - COLOR codes from https://html-color.codes/gold/chart
22 | - PROMPT TEMPLATE RESOURCE: https://www.hardware-corner.net/llm-database/Vicuna/
23 | - MAIN REPO OF LLM INFO: https://www.hardware-corner.net/llm-database/
24 | - CONTEXT https://github.com/fabiomatricardi/cdQnA/blob/main/KS-all-info_rev1.txt
25 |
26 | ---
27 |
28 | ### Generation examples
29 | Here few screenshots with different use cases
30 |
31 | #### RAG
32 |
33 |
34 | #### Summarization
35 |
36 |
37 | #### Main point extraction and Output formatting
38 |
39 |
40 |
41 |
42 | Extra:
43 | Learn how to use llama.cpp
44 |
45 | https://colab.research.google.com/github/hkitsmallpotato/llm-collections/blob/main/LLM_llamacpp_tutorial.ipynb
46 |
47 |
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/40-vicuna1B_PG_MEM.py:
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1 | """
2 | Download the model
3 | -------------------------------------
4 | https://huggingface.co/afrideva/Tiny-Vicuna-1B-GGUF
5 | Hugging Face repo: afrideva/Tiny-Vicuna-1B-GGUF
6 |
7 | Tiny Vicuna 1B
8 | This model is a fine-tuned version of TinyLlama on WizardVicuna Dataset.
9 | It should be fully compatible with Vicuna-v1.5 series.
10 | This model is easy to iterate on for early experiments!
11 |
12 | ICON from https://www.hardware-corner.net/wp-content/uploads/llm/images/Vicuna-logo.jpg
13 | PLOTLY tutorial https://plotly.com/python/text-and-annotations/
14 | COLOR codes from https://html-color.codes/gold/chart
15 | PROMPT TEMPLATE RESOURCE: https://www.hardware-corner.net/llm-database/Vicuna/
16 | MAIN: https://www.hardware-corner.net/llm-database/
17 | CONTEXT https://github.com/fabiomatricardi/cdQnA/blob/main/KS-all-info_rev1.txt
18 |
19 | """
20 | import gradio as gr
21 | from llama_cpp import Llama
22 | import datetime
23 | import psutil # to get the SYSTEM MONITOR CPU/RAM stats
24 | import pandas as pd # to visualize the SYSTEM MONITOR CPU/RAM stats
25 |
26 | ################# MODEL SETTINGS also for DISPLAY ##################
27 | initial_RAM = psutil.virtual_memory()[2]
28 | initial_CPU = psutil.cpu_percent()
29 | import plotly.express as px
30 | plot_end = 1
31 | data = pd.DataFrame.from_dict({"x": [0], "y": [initial_RAM],"y1":[initial_CPU]})
32 |
33 |
34 | ######################## MAIN VARIABLES ################3###########
35 | liked = 2
36 | convHistory = ''
37 | convHistory = ''
38 | mrepo = 'afrideva/Tiny-Vicuna-1B-GGUF'
39 | modelfile = "./tiny-vicuna-1b.q5_k_m.gguf"
40 | modeltitle = "TinyVicuna1B-q8-GGUF"
41 | modelparameters = '1 B'
42 | model_is_sys = False
43 | modelicon = '🦙'
44 | imagefile = 'https://www.hardware-corner.net/wp-content/uploads/llm/images/Vicuna-logo.jpg'
45 | repetitionpenalty = 1.2
46 | contextlength=2048
47 | stoptoken = '' #''
48 | logfile = f'{modeltitle}_logs.txt'
49 | print(f"loading model {modelfile}...")
50 | stt = datetime.datetime.now()
51 | ################ LOADING THE MODELS ###############################
52 | # Set gpu_layers to the number of layers to offload to GPU.
53 | # Set to 0 if no GPU acceleration is available on your system.
54 | ####################################################################
55 | llm = Llama(
56 | model_path=modelfile, # Download the model file first
57 | n_ctx=contextlength, # The max sequence length to use - note that longer sequence lengths require much more resources
58 | #n_threads=2, # The number of CPU threads to use, tailor to your system and the resulting performance
59 | )
60 |
61 | dt = datetime.datetime.now() - stt
62 | print(f"Model loaded in {dt}")
63 |
64 | ########## FUnCTIOn TO WRITe lOGFIle ######################
65 | def writehistory(text):
66 | with open(logfile, 'a', encoding='utf-8') as f:
67 | f.write(text)
68 | f.write('\n')
69 | f.close()
70 |
71 | ######## FUNCTION FOR PLOTTING CPU RAM % ################
72 |
73 | def get_plot(period=1):
74 | global plot_end
75 | global data
76 | w = 300
77 | h = 150
78 | # NEW DATA FOR THE DATAFRAME
79 | x = plot_end
80 | y = psutil.virtual_memory()[2]
81 | y1 = psutil.cpu_percent()
82 | new_record = pd.DataFrame([{'x':x, 'y':y, 'y1':y1}])
83 | data = pd.concat([data, new_record], ignore_index=True)
84 | # TO HIDE ALL PLOTLY OPTION BAR
85 | modebars = ["autoScale2d", "autoscale", "editInChartStudio", "editinchartstudio", "hoverCompareCartesian", "hovercompare", "lasso", "lasso2d", "orbitRotation", "orbitrotation", "pan", "pan2d", "pan3d", "reset", "resetCameraDefault3d", "resetCameraLastSave3d", "resetGeo", "resetSankeyGroup", "resetScale2d", "resetViewMapbox", "resetViews", "resetcameradefault", "resetcameralastsave", "resetsankeygroup", "resetscale", "resetview", "resetviews", "select", "select2d", "sendDataToCloud", "senddatatocloud", "tableRotation", "tablerotation", "toImage", "toggleHover", "toggleSpikelines", "togglehover", "togglespikelines", "toimage", "zoom", "zoom2d", "zoom3d", "zoomIn2d", "zoomInGeo", "zoomInMapbox", "zoomOut2d", "zoomOutGeo", "zoomOutMapbox", "zoomin", "zoomout"]
86 | # RAM LINE CHART
87 | fig = px.area(data, x="x", y='y',height=h,line_shape='spline',range_y=[0,100]) #, width=300
88 | fig.update_traces(line_color='#6495ed', line_width=2)
89 | fig.update_layout(annotations=[], overwrite=True)
90 | fig.update_xaxes(visible=False) #, fixedrange=False
91 | fig.add_annotation(text=f"{y} %",
92 | xref="paper", yref="paper",
93 | x=0.3, y=0.12, showarrow=False,
94 | font=dict(
95 | family="Balto, sans-serif",
96 | size=30,
97 | color="#ffe02e" #
98 | ),
99 | align="center",)
100 | fig.update_layout(
101 | showlegend=False,
102 | plot_bgcolor="white",
103 | margin=dict(t=1,l=1,b=1,r=1),
104 | modebar_remove=modebars
105 | )
106 | # CPU LINE CHART
107 | fig2 = px.area(data, x="x", y='y1',line_shape='spline',height=h,range_y=[0,100]) #, width=300 #line_shape='spline'
108 | fig2.update_traces(line_color='#ff5757', line_width=2)
109 | fig2.update_layout(annotations=[], overwrite=True)
110 | fig2.update_xaxes(visible=False) #, fixedrange=True
111 | #fig.update_yaxes(visible=False, fixedrange=True)
112 | # strip down the rest of the plot
113 | fig2.add_annotation(text=f"{y1} %",
114 | xref="paper", yref="paper",
115 | x=0.3, y=0.12, showarrow=False,
116 | font=dict(
117 | family="Balto, sans-serif",
118 | size=30,
119 | color="#ad9300" ##ad9300
120 | ),
121 | align="center",)
122 | fig2.update_layout(
123 | showlegend=False,
124 | plot_bgcolor="white",
125 | modebar_remove=modebars
126 | )
127 | plot_end += 1
128 | return fig, fig2
129 |
130 |
131 | ########### PROMPT TEMPLATE SECTION####################
132 | """
133 | PROMPT TEMPLATE RESOURCES
134 | https://www.hardware-corner.net/llm-database/Vicuna/
135 |
136 | f"A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: {b} ASSISTANT:"
137 |
138 | """
139 | ############# FUNCTION FOT THE LLM GENERATION WITH LLAMA.CPP #######################
140 | def combine(a, b, c, d,e,f):
141 | global convHistory
142 | import datetime
143 | temperature = c
144 | max_new_tokens = d
145 | repeat_penalty = f
146 | top_p = e
147 | prompt = f"A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: {b} ASSISTANT:"
148 | start = datetime.datetime.now()
149 | generation = ""
150 | delta = ""
151 | prompt_tokens = f"Prompt Tokens: {len(llm.tokenize(bytes(prompt,encoding='utf-8')))}"
152 | generated_text = ""
153 | answer_tokens = ''
154 | total_tokens = ''
155 | for character in llm(prompt,
156 | max_tokens=max_new_tokens,
157 | stop=['Q:', stoptoken], #'<|im_end|>' '#' '<|endoftext|>'
158 | temperature = temperature,
159 | repeat_penalty = repeat_penalty,
160 | top_p = top_p, # Example stop token - not necessarily correct for this specific model! Please check before using.
161 | echo=False,
162 | stream=True):
163 | generation += character["choices"][0]["text"]
164 |
165 | answer_tokens = f"Out Tkns: {len(llm.tokenize(bytes(generation,encoding='utf-8')))}"
166 | total_tokens = f"Total Tkns: {len(llm.tokenize(bytes(prompt,encoding='utf-8'))) + len(llm.tokenize(bytes(generation,encoding='utf-8')))}"
167 | delta = datetime.datetime.now() - start
168 | seconds = delta.total_seconds()
169 | speed = (len(llm.tokenize(bytes(prompt,encoding='utf-8'))) + len(llm.tokenize(bytes(generation,encoding='utf-8'))))/seconds
170 | textspeed = f"Gen.Speed: {speed} t/s"
171 | yield generation, delta, prompt_tokens, answer_tokens, total_tokens, textspeed
172 | timestamp = datetime.datetime.now()
173 | textspeed = f"Gen.Speed: {speed} t/s"
174 | logger = f"""time: {timestamp}\n Temp: {temperature} - MaxNewTokens: {max_new_tokens} - RepPenalty: {repeat_penalty} Top_P: {top_p} \nPROMPT: \n{prompt}\n{modeltitle}_{modelparameters}: {generation}\nGenerated in {delta}\nPromptTokens: {prompt_tokens} Output Tokens: {answer_tokens} Total Tokens: {total_tokens} Speed: {speed}\n---"""
175 | writehistory(logger)
176 | convHistory = convHistory + prompt + "\n" + generation + "\n"
177 | print(convHistory)
178 | return generation, delta, prompt_tokens, answer_tokens, total_tokens, textspeed
179 |
180 |
181 | # MAIN GRADIO INTERFACE
182 | with gr.Blocks(theme='Medguy/base2') as demo: #theme=gr.themes.Glass() #theme='remilia/Ghostly'
183 | #TITLE SECTION
184 | with gr.Row(variant='compact'):
185 | with gr.Column(scale=3):
186 | gr.Image(value=imagefile,
187 | show_label = False, width = 160,
188 | show_download_button = False, container = False,) #height = 160
189 | with gr.Column(scale=10):
190 | gr.HTML("
"
191 | + "Prompt Engineering Playground!
"
192 | + f"{modelicon} {modeltitle} - {modelparameters} parameters - {contextlength} context window
")
193 | with gr.Row():
194 | with gr.Column(min_width=80):
195 | gentime = gr.Textbox(value="", placeholder="Generation Time:", min_width=50, show_label=False)
196 | with gr.Column(min_width=80):
197 | prompttokens = gr.Textbox(value="", placeholder="Prompt Tkn:", min_width=50, show_label=False)
198 | with gr.Column(min_width=80):
199 | outputokens = gr.Textbox(value="", placeholder="Output Tkn:", min_width=50, show_label=False)
200 | with gr.Column(min_width=80):
201 | totaltokens = gr.Textbox(value="", placeholder="Total Tokens:", min_width=50, show_label=False)
202 | with gr.Row():
203 | with gr.Column(scale=1):
204 | gr.Markdown(
205 | f"""
206 | - **Prompt Template**: Q:/A:
207 | - **Context Lenght**: {contextlength} tokens
208 | - **LLM Engine**: llama.cpp
209 | - **Model**: {modelicon} {modeltitle}
210 | - **Log File**: {logfile}
211 | """)
212 | with gr.Column(scale=2):
213 | plot = gr.Plot(label="RAM usage")
214 | with gr.Column(scale=2):
215 | plot2 = gr.Plot(label="CPU usage")
216 |
217 |
218 | # INTERACTIVE INFOGRAPHIC SECTION
219 |
220 |
221 | # PLAYGROUND INTERFACE SECTION
222 | with gr.Row():
223 | with gr.Column(scale=1):
224 | #gr.Markdown(
225 | #f"""### Tunning Parameters""")
226 | temp = gr.Slider(label="Temperature",minimum=0.0, maximum=1.0, step=0.01, value=0.1)
227 | top_p = gr.Slider(label="Top_P",minimum=0.0, maximum=1.0, step=0.01, value=0.8, visible=False)
228 | repPen = gr.Slider(label="Repetition Penalty",minimum=0.0, maximum=4.0, step=0.01, value=1.2)
229 | max_len = gr.Slider(label="Maximum output lenght", minimum=10,maximum=(contextlength-150),step=2, value=512)
230 |
231 | txt_Messagestat = gr.Textbox(value="", placeholder="SYS STATUS:", lines = 1, interactive=False, show_label=False)
232 | txt_likedStatus = gr.Textbox(value="", placeholder="Liked status: none", lines = 1, interactive=False, show_label=False)
233 | txt_speed = gr.Textbox(value="", placeholder="Gen.Speed: none", lines = 1, interactive=False, show_label=False)
234 | clear_btn = gr.Button(value=f"🗑️ Clear Input", variant='primary')
235 | #CPU_usage = gr.Textbox(value="", placeholder="RAM:", lines = 1, interactive=False, show_label=False)
236 | #plot = gr.Plot(show_label=False)
237 | #plot2 = gr.Plot(show_label=False)
238 |
239 | with gr.Column(scale=4):
240 | txt = gr.Textbox(label="System Prompt", lines=1, interactive = model_is_sys, value = 'You are an advanced and helpful AI assistant.', visible=model_is_sys)
241 | txt_2 = gr.Textbox(label="User Prompt", lines=5, show_copy_button=True)
242 | with gr.Row():
243 | btn = gr.Button(value=f"{modelicon} Generate", variant='primary', scale=3)
244 | btnlike = gr.Button(value=f"👍 GOOD", variant='secondary', scale=1)
245 | btndislike = gr.Button(value=f"🤮 BAD", variant='secondary', scale=1)
246 | submitnotes = gr.Button(value=f"💾 SAVE NOTES", variant='secondary', scale=2)
247 | txt_3 = gr.Textbox(value="", label="Output", lines = 8, show_copy_button=True)
248 | txt_notes = gr.Textbox(value="", label="Generation Notes", lines = 2, show_copy_button=True)
249 |
250 | def likeGen():
251 | #set like/dislike and clear the previous Notes
252 | global liked
253 | liked = f"👍 GOOD"
254 | resetnotes = ""
255 | return liked
256 | def dislikeGen():
257 | #set like/dislike and clear the previous Notes
258 | global liked
259 | liked = f"🤮 BAD"
260 | resetnotes = ""
261 | return liked
262 | def savenotes(vote,text):
263 | logging = f"### NOTES AND COMMENTS TO GENERATION\nGeneration Quality: {vote}\nGeneration notes: {text}\n---\n\n"
264 | writehistory(logging)
265 | message = "Notes Successfully saved"
266 | print(logging)
267 | print(message)
268 | return message
269 | def clearInput(): #Clear the Input TextArea
270 | message = ""
271 | resetnotes = ""
272 | reset_output = ""
273 | return message, resetnotes, reset_output
274 |
275 | btn.click(combine, inputs=[txt, txt_2,temp,max_len,top_p,repPen], outputs=[txt_3,gentime,prompttokens,outputokens,totaltokens,txt_speed])
276 | btnlike.click(likeGen, inputs=[], outputs=[txt_likedStatus])
277 | btndislike.click(dislikeGen, inputs=[], outputs=[txt_likedStatus])
278 | submitnotes.click(savenotes, inputs=[txt_likedStatus,txt_notes], outputs=[txt_Messagestat])
279 | clear_btn.click(clearInput, inputs=[], outputs=[txt_2,txt_notes,txt_3])
280 | dep = demo.load(get_plot, None, [plot,plot2], every=2)
281 |
282 |
283 | if __name__ == "__main__":
284 | demo.launch(inbrowser=True)
285 |
286 | #psutil.cpu_percent()
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/TinyVicuna1B-q8-GGUF_logs.txt:
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1 | time: 2024-01-09 13:42:01.534807
2 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
3 | PROMPT:
4 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: what is science? ASSISTANT:
5 | TinyVicuna1B-q8-GGUF_1 B: Science is the study of knowledge, understanding, and explanation of natural phenomena through observation, experimentation, theoretical modeling, and empirical investigation. It involves a systematic approach to acquiring information about the world around us, using logic, reasoning, and critical thinking skills.
6 | Generated in 0:00:09.478078
7 | PromptTokens: Prompt Tokens: 43 Output Tokens: Out Tkns: 58 Total Tokens: Total Tkns: 101 Speed: 10.65616889837792
8 | ---
9 | ### NOTES AND COMMENTS TO GENERATION
10 | Generation Quality: 👍 GOOD
11 | Generation notes:
12 | ---
13 |
14 |
15 | time: 2024-01-09 13:43:07.789775
16 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
17 | PROMPT:
18 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: write a daily schedule for a busy professional man. ASSISTANT:
19 | TinyVicuna1B-q8-GGUF_1 B: Morning Routine
20 |
21 | 6am - Wake up, have breakfast, check emails/messages, take care of personal tasks (like checking social media or answering work-related messages)
22 | 7am - Take shower and get ready for the day
23 | 8am - Check email/messages again, make a list of to-do items for the day
24 | 9am - Start working on important projects or tasks
25 | 10am - Have lunch (breakfast is usually included in the budget), take a break if needed
26 | 12pm - Take a walk outside, stretch and relax
27 | 1pm - Check email/messages again, make any necessary updates or follow-ups
28 | 3pm - Start working on non-essential tasks
29 | 4pm - Have dinner with family/friends (if possible)
30 | 5pm - Tidy up the office/workspace, check emails/messages once more
31 | 6pm - Take a break if needed, go for a walk or do some stretching exercises
32 | 7pm - Check email/messages again, make any necessary updates or follow-ups
33 | 8pm - Have dinner with family/friends (if possible)
34 | 9pm - Tidy up the office/workspace, check emails/messages once more
35 | 10pm - Take a break if needed, go for a walk or do some stretching exercises
36 | 11pm - Check email/messages again, make any necessary updates or follow-ups
37 | 12am - Wake up and start working on important projects or tasks.
38 | Generated in 0:00:18.847574
39 | PromptTokens: Prompt Tokens: 49 Output Tokens: Out Tkns: 320 Total Tokens: Total Tkns: 369 Speed: 19.578116525766127
40 | ---
41 | ### NOTES AND COMMENTS TO GENERATION
42 | Generation Quality: 🤮 BAD
43 | Generation notes: it is not correctly concluded
44 | ---
45 |
46 |
47 | time: 2024-01-09 13:44:24.170292
48 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
49 | PROMPT:
50 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: predict the impact of artificial intelligence on agricolture in the near future ASSISTANT:
51 | TinyVicuna1B-q8-GGUF_1 B: As an AI language model, I do not have personal opinions or beliefs but here are some predictions based on current trends and research:
52 |
53 | 1. Increased productivity: Artificial Intelligence can automate many tasks that require repetitive labor, leading to increased efficiency in agriculture. This will lead to higher yields and reduced costs for farmers.
54 |
55 | 2. Improved precision: AI-powered sensors and drones can collect data on soil moisture levels, temperature, and other factors that are difficult or impossible to measure manually. This information can be used to optimize crop growth patterns and reduce waste.
56 |
57 | 3. Enhanced precision farming: By using machine learning algorithms, AI-powered sensors, and drones, farmers can monitor their crops in real time and adjust planting schedules accordingly. This will lead to higher yields while reducing the use of pesticides and fertilizers.
58 |
59 | 4. Increased precision: AI can also be used for precision irrigation systems that can deliver water only when needed, reducing waste and increasing crop yield.
60 |
61 | 5. Improved soil health: By analyzing data from sensors and drones, farmers can identify areas where nutrient deficiencies are occurring and take steps to address them before they become a problem. This will lead to better soil health and increased yields over time.
62 | Generated in 0:00:17.851587
63 | PromptTokens: Prompt Tokens: 54 Output Tokens: Out Tkns: 303 Total Tokens: Total Tkns: 357 Speed: 19.998222006816537
64 | ---
65 | ### NOTES AND COMMENTS TO GENERATION
66 | Generation Quality: 👍 GOOD
67 | Generation notes:
68 | ---
69 |
70 |
71 | time: 2024-01-09 13:45:15.790480
72 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
73 | PROMPT:
74 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: write a dialogue between a cop and a suspect. ASSISTANT:
75 | TinyVicuna1B-q8-GGUF_1 B: Cop: Good morning, sir.
76 |
77 | Suspect: Hi there! How are you doing?
78 |
79 | Cop: I am fine, thank you for asking. What brings you here today?
80 |
81 | Suspect: Well, actually, I was just walking down the street when I saw a man with a gun. He had been following me and he started to shoot at me.
82 |
83 | Cop: You're kidding! That can't be true. How did you know that guy was going to do something like that?
84 |
85 | Suspect: Well, actually, I saw him get out of his car and start shooting at the man who followed me. And then he started firing into a crowd of people.
86 |
87 | Cop: You're saying that this is all just an act?
88 |
89 | Suspect: Yes, it was an act. He had been following me for hours and I knew he would do something like that if he saw me. But I didn't expect him to actually shoot at me.
90 |
91 | Cop: Well, you were right about one thing - this guy is a badass! And he's not going to stop until he gets what he wants. So let's get the hell out of here and never speak to each other again.
92 |
93 | Suspect: I don't think so. He was just trying to protect himself, but he didn't know how to do it. And if we leave now, there might be more people who are going to die. So let's stay together and make sure that this guy never gets away with what he did.
94 |
95 | Cop: I agree with you, sir. Let's go. But first, can you tell me where the shooter is?
96 | Generated in 0:00:22.500424
97 | PromptTokens: Prompt Tokens: 50 Output Tokens: Out Tkns: 374 Total Tokens: Total Tkns: 424 Speed: 18.84408933804981
98 | ---
99 | ### NOTES AND COMMENTS TO GENERATION
100 | Generation Quality: 👍 GOOD
101 | Generation notes:
102 | ---
103 |
104 |
105 | time: 2024-01-09 14:11:03.255541
106 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
107 | PROMPT:
108 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: Reply to the question only using the provided context.
109 | [context]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
110 | issues without wasting time can be a huge challenge. So what's the solution?
111 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
112 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
113 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
114 | override and gives a full understanding of constraints. Not convinced let's look at the data!
115 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of context]
116 |
117 | Question: what is Hierarchy 4.0? ASSISTANT:
118 | TinyVicuna1B-q8-GGUF_1 B: Hierarchy 4.0 is an innovative software solution for control safety systems that provides a deep understanding of the system's strategy through interactive diagrams and optimized dashboards. It allows users to run a logic simulation from live data or pick a moment from their history, reducing human error and avoiding incorrect documentation. The RCA report can be prepared in just a few minutes using Hierarchy 4.0's block log approach, which calculates all Logics affected by an override automatically. It supports plant operators in decision making taking into account both the safety and operability of their assets.
119 | Generated in 0:00:12.596310
120 | PromptTokens: Prompt Tokens: 495 Output Tokens: Out Tkns: 123 Total Tokens: Total Tkns: 618 Speed: 49.06198720101363
121 | ---
122 | ### NOTES AND COMMENTS TO GENERATION
123 | Generation Quality: 👍 GOOD
124 | Generation notes:
125 | ---
126 |
127 |
128 | ### NOTES AND COMMENTS TO GENERATION
129 | Generation Quality: 👍 GOOD
130 | Generation notes:
131 | ---
132 |
133 |
134 | time: 2024-01-09 14:15:22.537509
135 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
136 | PROMPT:
137 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: Summarize the provided context.
138 | [context]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
139 | issues without wasting time can be a huge challenge. So what's the solution?
140 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
141 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
142 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
143 | override and gives a full understanding of constraints. Not convinced let's look at the data!
144 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of context]
145 | ASSISTANT:
146 | TinyVicuna1B-q8-GGUF_1 B: The provided context is about an innovative software solution for controlling safety systems, which can help prevent accidents in oil plants. It introduces a hierarchical diagram that visualizes all data from multiple sources, including readings and behavioral logs. This allows users to run a logic simulation from live data or pick a moment from their history. The simulation is based on actual safety logics not just on a math model, which makes it faster for plant operators to prepare an RCA report. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. The hierarchical approach supports plant operators in decision making taking into account both the safety and operability of their assets, which is a key aspect of this context.
147 | Generated in 0:00:15.434172
148 | PromptTokens: Prompt Tokens: 479 Output Tokens: Out Tkns: 174 Total Tokens: Total Tkns: 653 Speed: 42.308716010162385
149 | ---
150 | ### NOTES AND COMMENTS TO GENERATION
151 | Generation Quality: 👍 GOOD
152 | Generation notes:
153 | ---
154 |
155 |
156 | time: 2024-01-09 14:16:07.675850
157 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
158 | PROMPT:
159 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: write a concise summary of the provided text:
160 | [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
161 | issues without wasting time can be a huge challenge. So what's the solution?
162 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
163 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
164 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
165 | override and gives a full understanding of constraints. Not convinced let's look at the data!
166 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
167 | ASSISTANT:
168 | TinyVicuna1B-q8-GGUF_1 B: The provided summary is concise, clear, and informative. It provides an overview of the Hierarchy 4.0 software solution that helps in controlling safety systems by providing a deep understanding of the system's behavior through interactive diagrams and optimized dashboards. The solution also supports plant operators in decision making taking into account both the safety and operability of their assets, reducing human error and avoiding incorrect documentation. It provides block log approach to calculate all Logics affected by an override, preventing revenue loss of 45 million dollars during its first project.
169 | Generated in 0:00:12.093943
170 | PromptTokens: Prompt Tokens: 482 Output Tokens: Out Tkns: 119 Total Tokens: Total Tkns: 601 Speed: 49.694297385062924
171 | ---
172 | ### NOTES AND COMMENTS TO GENERATION
173 | Generation Quality: 👍 GOOD
174 | Generation notes:
175 | ---
176 |
177 |
178 | time: 2024-01-09 14:16:47.692037
179 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
180 | PROMPT:
181 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: write a concise summary of the provided text. Reply only with the summary.
182 | [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
183 | issues without wasting time can be a huge challenge. So what's the solution?
184 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
185 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
186 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
187 | override and gives a full understanding of constraints. Not convinced let's look at the data!
188 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
189 | ASSISTANT:
190 | TinyVicuna1B-q8-GGUF_1 B: The provided summary is concise, informative, and easy to understand. It clearly explains what Hierarchy 4.0 is all about and how it can help in managing a plant's safety systems.
191 | Generated in 0:00:07.603494
192 | PromptTokens: Prompt Tokens: 489 Output Tokens: Out Tkns: 45 Total Tokens: Total Tkns: 534 Speed: 70.23087017626369
193 | ---
194 | time: 2024-01-09 14:17:18.698698
195 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
196 | PROMPT:
197 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: Summarize the text. Reply only with the summary.
198 | [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
199 | issues without wasting time can be a huge challenge. So what's the solution?
200 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
201 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
202 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
203 | override and gives a full understanding of constraints. Not convinced let's look at the data!
204 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
205 | ASSISTANT:
206 | TinyVicuna1B-q8-GGUF_1 B: The summary is that Hierarchy 4.0 is an innovative software solution for control safety systems, which allows users to prepare RCA reports in just a few minutes. It supports plant operators in decision making taking into account both the safety and operability of their assets.
207 | Generated in 0:00:08.563684
208 | PromptTokens: Prompt Tokens: 485 Output Tokens: Out Tkns: 57 Total Tokens: Total Tkns: 542 Speed: 63.290518426415545
209 | ---
210 | time: 2024-01-09 14:17:42.149785
211 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
212 | PROMPT:
213 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: Summarize the text. Reply only with the summary.
214 | [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
215 | issues without wasting time can be a huge challenge. So what's the solution?
216 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
217 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
218 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
219 | override and gives a full understanding of constraints. Not convinced let's look at the data!
220 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
221 |
222 | - SUMMARY: //
223 | ASSISTANT:
224 | TinyVicuna1B-q8-GGUF_1 B: The summary is that Hierarchy 4.0 is an innovative software solution for control safety systems, which provides a deep understanding of the system's strategy through interactive diagrams and optimized dashboards. It allows users to run a logic simulation from live data or pick a moment from their history, reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both safety and operability of assets. The block log approach ensures that all Logics are calculated automatically, preventing revenue loss due to overrides. Plants that utilize hierarchy 4.0 save up to 95% time and deliver a return on investment up to five times in value from day one.
225 | Generated in 0:00:09.429995
226 | PromptTokens: Prompt Tokens: 493 Output Tokens: Out Tkns: 153 Total Tokens: Total Tkns: 646 Speed: 68.50480832704578
227 | ---
228 | time: 2024-01-09 14:18:01.263796
229 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
230 | PROMPT:
231 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: Summarize the text.
232 | [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
233 | issues without wasting time can be a huge challenge. So what's the solution?
234 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
235 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
236 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
237 | override and gives a full understanding of constraints. Not convinced let's look at the data!
238 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
239 |
240 | - SUMMARY: //
241 | ASSISTANT:
242 | TinyVicuna1B-q8-GGUF_1 B: The summary of the text is that Hierarchy 4.0 is an innovative software solution for controlling safety systems in oil plants, which helps operators to manage and operate their assets more efficiently by providing a deep understanding of the system's strategy. It also reduces human error and avoids incorrect documentation, leading to better decision-making and increased plant efficiency. The text further explains that Hierarchy 4.0 supports plant operators in making informed decisions about how to prevent incidents and maintain safety while reducing costs.
243 | Generated in 0:00:11.506198
244 | PromptTokens: Prompt Tokens: 486 Output Tokens: Out Tkns: 107 Total Tokens: Total Tkns: 593 Speed: 51.537440951389854
245 | ---
246 | time: 2024-01-09 14:18:20.545272
247 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
248 | PROMPT:
249 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: Summarize the text.
250 | [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
251 | issues without wasting time can be a huge challenge. So what's the solution?
252 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
253 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
254 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
255 | override and gives a full understanding of constraints. Not convinced let's look at the data!
256 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
257 |
258 | - SUMMARY: ASSISTANT:
259 | TinyVicuna1B-q8-GGUF_1 B: The summary highlights the benefits of using Hierarchy 4.0 software solution for controlling safety systems in oil plants, including increased efficiency, reduced costs, improved plant performance, and enhanced safety.
260 | Generated in 0:00:02.554091
261 | PromptTokens: Prompt Tokens: 485 Output Tokens: Out Tkns: 43 Total Tokens: Total Tkns: 528 Speed: 206.72716829588296
262 | ---
263 | time: 2024-01-09 14:18:39.164562
264 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
265 | PROMPT:
266 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
267 | issues without wasting time can be a huge challenge. So what's the solution?
268 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
269 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
270 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
271 | override and gives a full understanding of constraints. Not convinced let's look at the data!
272 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
273 |
274 | - SUMMARY: ASSISTANT:
275 | TinyVicuna1B-q8-GGUF_1 B: Hierarchy 4.0 is an innovative software solution for control safety systems that provides a deep understanding of the system's strategy, visualizing data in a hierarchical view and optimizing through a customized dashboard. It allows users to prepare RCA reports faster by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both safety and operability of their assets.
276 | Generated in 0:00:10.255456
277 | PromptTokens: Prompt Tokens: 478 Output Tokens: Out Tkns: 92 Total Tokens: Total Tkns: 570 Speed: 55.5801711791265
278 | ---
279 | ### NOTES AND COMMENTS TO GENERATION
280 | Generation Quality: 👍 GOOD
281 | Generation notes:
282 | ---
283 |
284 |
285 | ### NOTES AND COMMENTS TO GENERATION
286 | Generation Quality: 👍 GOOD
287 | Generation notes:
288 | ---
289 |
290 |
291 | time: 2024-01-09 14:20:10.651686
292 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
293 | PROMPT:
294 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: Write the main points of the following text.
295 | [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
296 | issues without wasting time can be a huge challenge. So what's the solution?
297 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
298 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
299 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
300 | override and gives a full understanding of constraints. Not convinced let's look at the data!
301 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
302 | ASSISTANT:
303 | TinyVicuna1B-q8-GGUF_1 B: The main points of this text are that Hierarchy 4.0 is an innovative software solution for control safety systems, which provides a deep understanding of the system's strategy through interactive diagrams and optimized dashboards. It also supports plant operators in decision making taking into account both the safety and operability of their assets. The benefits of using Hierarchy 4.0 are significant, including reduced human error, improved decision-making, increased efficiency, and a reduction in time and costs associated with maintenance.
304 | Generated in 0:00:11.036460
305 | PromptTokens: Prompt Tokens: 481 Output Tokens: Out Tkns: 105 Total Tokens: Total Tkns: 586 Speed: 53.09673572866662
306 | ---
307 | ### NOTES AND COMMENTS TO GENERATION
308 | Generation Quality: 👍 GOOD
309 | Generation notes:
310 | ---
311 |
312 |
313 | time: 2024-01-09 14:20:55.144841
314 | Temp: 0.1 - MaxNewTokens: 512 - RepPenalty: 1.2 Top_P: 0.8
315 | PROMPT:
316 | A chat between a curious user and an artificial intelligence assistant. The assistant gives helpful, detailed, and polite answers to the user's questions. USER: Write the main points of the following text.
317 | [text]WHAT IS HIERARCHY 4.0? whether you own build manage maintain or operate an oil plant inevitably issues arise that require immediate action and resolution. With big data flowing in constantly from all sectors making sense of everything while troubleshooting
318 | issues without wasting time can be a huge challenge. So what's the solution?
319 | introducing hierarchy 4.0 and Innovative software solution for control Safety Systems . Hierarchy 4.0 presents an interactive diagram of the entire plant revealing cause and effect Behavior with readings provided in a hierarchical view allowing for a deep understanding of the system's strategy
320 | All data is collected from multiple sources visualized as a diagram and optimized through a customized dashboard allowing users to run a logic simulation from live data or pick a moment from their history. Your simulation is based on actual safety Logics not just on a math model
321 | Now every users can prepare an RCA report 90 percent faster in just a few minutes. Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation. Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets. Hierarchy 4.0 Embraces a block log approach: it automatically calculates all Logics affected by an
322 | override and gives a full understanding of constraints. Not convinced let's look at the data!
323 | During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars. Plants that utilize hierarchy 4.0 save up to 95 of their time and deliver a return on investment up to five times in value from day one and experience a Personnel utilization and plant efficiency increase by 20 percent per year.Try our demo and make the move to hierarchy 4.0 today[end of text]
324 |
325 | format the output as a markdown list. ASSISTANT:
326 | TinyVicuna1B-q8-GGUF_1 B: - Hierarchy 4.0 is an innovative software solution for control safety systems that provides a deep understanding of the system's strategy through interactive diagrams, optimized with a customized dashboard and supported by RCA reports.
327 | - All data is collected from multiple sources visualized as a hierarchical view allowing users to run a logic simulation from live data or pick a moment from their history.
328 | - Your simulation is based on actual safety logics not just on a math model, making it faster and more accurate for any project phase starting from engineering to commissioning and up to operation and maintenance.
329 | - Hierarchy can be used for any project phase starting from engineering to commissioning and up to operation and maintenance while supporting hazop Hazard analysis by reducing human error and avoiding incorrect documentation.
330 | - Hierarchy 4.0 supports plant operators in decision making taking into account both the safety and the operability of their assets, with a block log approach that calculates all Logics affected by an override automatically.
331 | - Not convinced let's look at the data! During its first project hierarchy 4.0 prevented a revenue loss of 45 million dollars, saving up to 95 of their time and delivering a return on investment up to five times in value from day one and experiencing a Personnel utilization and plant efficiency increase by 20 percent per year.
332 | - Try our demo and make the move to hierarchy 4.0 today!
333 | Generated in 0:00:19.183636
334 | PromptTokens: Prompt Tokens: 491 Output Tokens: Out Tkns: 308 Total Tokens: Total Tkns: 799 Speed: 41.65008135058442
335 | ---
336 | ### NOTES AND COMMENTS TO GENERATION
337 | Generation Quality: 👍 GOOD
338 | Generation notes:
339 | ---
340 |
341 |
342 |
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